v1.0beta3
Check for updates
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
Renewal
New
2778
ROWS
1574
0
DUPLICATES
0
4.0 MB
RAM
2.3 MB
41
FEATURES
41
19
CATEGORICAL
19
17
NUMERICAL
17
5
TEXT
5
severity
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
2,574
(93%)
1,528
(97%)
MAX
90,248
90,248
95%
16,959
23,263
Q3
5,344
8,066
AVG
4,793
6,872
MEDIAN
2,353
3,363
Q1
1,169
1,397
5%
570
608
MIN
120
113
RANGE
90,127
90,135
IQR
4,175
6,669
STD
7,331
10,455
VAR
53.7M
109.3M
KURT.
34.3
22.3
SKEW
4.83
4.07
SUM
13.3M
10.8M
1
tenure
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
20
(1%)
1
(0%)
MAX
19.0
0.0
95%
14.0
0.0
Q3
7.0
0.0
AVG
4.7
0.0
MEDIAN
3.0
0.0
Q1
1.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
19.0
0.00
IQR
6.00
0.00
STD
4.53
0.00
VAR
20.5
0.00
KURT.
0.291
0.00
SKEW
1.02
0.00
SUM
13,060
0.00
2
cover.start.date
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
261
(9%)
176
(11%)
543
20%
344
22%
2014-07-01
464
17%
245
16%
2015-07-01
423
15%
348
22%
2016-07-01
279
10%
39
2%
2014-01-01
233
8%
44
3%
2015-01-01
184
7%
1
0%
2016-01-01
9
0%
3
0%
2014-01-06
643
23%
550
35%
(Other)
3
cover.end.date
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
263
(9%)
121
(8%)
526
19%
309
20%
2014-12-31
451
16%
233
15%
2015-12-31
418
15%
330
21%
2016-12-31
358
13%
174
11%
2014-06-30
277
10%
141
9%
2015-06-30
240
9%
204
13%
2016-06-30
7
0%
3
0%
2014-05-16
501
18%
180
11%
(Other)
4
exposure
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
113
(4%)
110
(7%)
MAX
0.504
0.504
95%
0.504
0.504
Q3
0.504
0.504
MEDIAN
0.496
0.504
AVG
0.466
0.461
Q1
0.429
0.415
5%
0.349
0.344
MIN
0.330
0.330
RANGE
0.174
0.174
IQR
0.075
0.089
STD
0.054
0.058
VAR
0.003
0.003
KURT.
-0.121
-0.591
SKEW
-1.17
-0.978
SUM
1,294
725
5
period
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
6
(0%)
6
(0%)
6
driver.city
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
42
(2%)
41
(3%)
7
same.city.licenceplate.customer
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
8
newbusiness.renewal
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
1
(0%)
1
(0%)
9
driver.age
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
67
(2%)
68
(4%)
MAX
85.0
85.0
95%
76.0
74.0
Q3
61.0
56.0
AVG
50.7
44.6
MEDIAN
50.0
42.0
Q1
39.0
31.0
5%
28.0
22.0
MIN
19.0
18.0
RANGE
66.0
67.0
IQR
22.0
25.0
STD
14.7
16.0
VAR
217
257
KURT.
-0.692
-0.674
SKEW
0.167
0.455
SUM
141k
70,173
10
gender
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
11
marital.status
VALUES:
2,714
(98%)
1,524
(97%)
MISSING:
64
(2%)
50
(3%)
DISTINCT:
4
(0%)
4
(0%)
12
no.claim.level
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
6
(0%)
6
(0%)
13
licence.plate.city
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
37
(1%)
37
(2%)
14
vehicle.make
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
43
(2%)
33
(2%)
15
vehicle.model.detail
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
1,473
(53%)
1,022
(65%)
17
1%
5
0%
CR-V 2.0 EXECUTIVE OV
17
1%
3
0%
ASTRA HB 1.3 CDTi ENJOY (90)
16
1%
5
0%
CIVIC SEDAN 1.6 PREMIIUM OV (Y)
15
1%
9
1%
320d SEDAN
13
0%
2
0%
C-MAX TITANIUM 1.6 TDCi (115)
12
0%
4
0%
FIESTA TITANIUM 5K 1.4i OV
11
0%
1
0%
316i SEDAN
2,677
96%
1,545
98%
(Other)
16
vehicle.model
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
225
(8%)
188
(12%)
146
5%
48
3%
ASTRA
131
5%
33
2%
CIVIC
107
4%
43
3%
FOCUS
86
3%
21
1%
COROLLA
86
3%
56
4%
MEGANE
84
3%
40
3%
GOLF
80
3%
48
3%
CORSA
2,058
74%
1,285
82%
(Other)
17
vehicle.make.model
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
229
(8%)
192
(12%)
146
5%
48
3%
OPEL-ASTRA
131
5%
33
2%
HONDA-CIVIC
107
4%
43
3%
FORD-FOCUS
86
3%
21
1%
TOYOTA-COROLLA
84
3%
40
3%
VOLKSWAGEN-GOLF
80
3%
48
3%
OPEL-CORSA
72
3%
54
3%
VOLKSWAGEN-PASSAT
2,072
75%
1,287
82%
(Other)
18
vehicle.age
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
23
(1%)
19
(1%)
MAX
22.0
18.0
95%
16.0
12.0
Q3
10.0
7.0
AVG
6.9
4.8
MEDIAN
6.0
4.0
Q1
3.0
2.0
5%
1.0
0.0
MIN
0.0
0.0
RANGE
22.0
18.0
IQR
7.00
5.00
STD
4.34
3.93
VAR
18.9
15.4
KURT.
-0.139
0.043
SKEW
0.724
0.935
SUM
19,067
7,626
19
coverage.limit
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
1,804
(65%)
1,228
(78%)
MAX
287k
257k
95%
105k
132k
Q3
55k
69k
AVG
44k
56k
MEDIAN
35k
45k
Q1
23k
30k
5%
13k
18k
MIN
6k
8k
RANGE
281k
249k
IQR
31,941
39,246
STD
32,459
37,602
VAR
1.1B
1.4B
KURT.
8.82
3.88
SKEW
2.41
1.79
SUM
122.5M
87.6M
20
vehicle.body.type
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
9
(0%)
11
(1%)
21
vehicle.number.of.doors
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
4
(0%)
4
(0%)
22
vehicle.top.speed
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
99
(4%)
98
(6%)
MAX
250
270
95%
225
225
Q3
194
194
AVG
186
185
MEDIAN
184
183
Q1
173
170
5%
162
160
MIN
0
0
RANGE
250
270
IQR
21.0
24.0
STD
19.1
20.0
VAR
365
400
KURT.
9.73
4.71
SKEW
-0.284
0.233
SUM
515k
292k
23
vehicle.acceleration
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
114
(4%)
116
(7%)
MAX
20.9
20.9
95%
15.1
15.4
Q3
13.0
13.3
MEDIAN
11.7
11.9
AVG
11.7
11.8
Q1
10.5
10.6
5%
8.3
8.1
MIN
0.0
0.0
RANGE
20.9
20.9
IQR
2.50
2.68
STD
2.48
2.44
VAR
6.14
5.94
KURT.
6.60
4.44
SKEW
-1.39
-0.999
SUM
32,414
18,563
24
vehicle.transmission
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
25
vehicle.cylinders
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
6
(0%)
4
(0%)
26
vehicle.length
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
387
(14%)
326
(21%)
MAX
5,290
5,339
95%
4,822
4,831
Q3
4,545
4,567
MEDIAN
4,342
4,336
AVG
4,342
4,341
Q1
4,164
4,117
5%
3,825
3,822
MIN
3,433
3,435
RANGE
1,857
1,904
IQR
381
450
STD
290
309
VAR
84,027
95,406
KURT.
-0.428
-0.407
SKEW
-0.202
-0.130
SUM
12.1M
6.8M
27
vehicle.width
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
188
(7%)
180
(11%)
MAX
2,087
2,087
95%
1,886
1,922
Q3
1,810
1,820
MEDIAN
1,765
1,777
AVG
1,761
1,775
Q1
1,709
1,729
5%
1,646
1,652
MIN
1,317
1,317
RANGE
770
770
IQR
101
91.0
STD
89.4
86.4
VAR
7,998
7,469
KURT.
6.66
5.66
SKEW
-0.949
-0.642
SUM
4.9M
2.8M
28
vehicle.height
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
215
(8%)
188
(12%)
MAX
1,959
2,022
95%
1,695
1,695
Q3
1,498
1,498
AVG
1,494
1,499
MEDIAN
1,470
1,472
Q1
1,445
1,456
5%
1,417
1,417
MIN
1,291
1,145
RANGE
668
877
IQR
53.0
42.0
STD
83.7
90.2
VAR
7,009
8,144
KURT.
3.91
5.63
SKEW
1.91
2.03
SUM
4.2M
2.4M
29
vehicle.class
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
11
(0%)
11
(1%)
30
vehicle.hp
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
110
(4%)
100
(6%)
MAX
320
310
95%
177
177
Q3
125
125
AVG
112
112
MEDIAN
107
105
Q1
90
90
5%
70
70
MIN
58
54
RANGE
262
256
IQR
35.0
35.0
STD
31.5
33.1
VAR
992
1,093
KURT.
3.65
2.06
SKEW
1.44
1.18
SUM
311k
176k
31
vehicle.ccm
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
121
(4%)
103
(7%)
MAX
5,000
3,518
95%
1,998
1,998
Q3
1,598
1,598
MEDIAN
1,590
1,560
AVG
1,584
1,565
Q1
1,390
1,395
5%
1,248
1,229
MIN
875
898
RANGE
4,125
2,620
IQR
208
203
STD
297
286
VAR
88,206
81,606
KURT.
16.8
6.92
SKEW
2.81
1.90
SUM
4.4M
2.5M
32
vehicle.torque
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
137
(5%)
118
(7%)
MAX
630
550
95%
340
343
Q3
240
250
AVG
195
209
MEDIAN
170
200
Q1
148
152
5%
115
114
MIN
85
85
RANGE
545
465
IQR
92.0
98.0
STD
71.6
71.1
VAR
5,132
5,060
KURT.
2.40
0.896
SKEW
1.37
0.850
SUM
542k
329k
33
vehicle.weight
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
442
(16%)
373
(24%)
MAX
2,321
2,570
95%
1,631
1,651
Q3
1,395
1,430
AVG
1,281
1,304
MEDIAN
1,266
1,290
Q1
1,125
1,145
5%
985
996
MIN
775
835
RANGE
1,546
1,735
IQR
270
285
STD
209
218
VAR
43,871
47,662
KURT.
1.75
1.70
SKEW
0.906
0.881
SUM
3.6M
2.1M
34
vehicle.hp.per.weight
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
899
(32%)
686
(44%)
MAX
0.174
0.216
95%
0.115
0.119
Q3
0.096
0.095
AVG
0.087
0.085
MEDIAN
0.084
0.083
Q1
0.076
0.073
5%
0.066
0.064
MIN
0.043
0.043
RANGE
0.131
0.173
IQR
0.019
0.022
STD
0.016
0.018
VAR
0.00
0.00
KURT.
2.42
4.43
SKEW
1.01
1.23
SUM
241
134
35
vehicle.fuel.type
VALUES:
1,647
(59%)
1,325
(84%)
MISSING:
1,131
(41%)
249
(16%)
DISTINCT:
3
(0%)
3
(0%)
36
claim.amount
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
2,578
(93%)
1,529
(97%)
MAX
90,248
136,030
95%
17,788
28,129
Q3
6,153
9,328
AVG
5,242
7,773
MEDIAN
2,591
3,869
Q1
1,253
1,513
5%
573
612
MIN
120
113
RANGE
90,127
136k
IQR
4,900
7,815
STD
7,871
11,547
VAR
62.0M
133.3M
KURT.
30.8
23.8
SKEW
4.59
4.02
SUM
14.6M
12.2M
37
claim.count
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
4
(0%)
5
(0%)
38
past.fault.claim.count
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
6
(0%)
6
(0%)
39
past.claimt.count
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
6
(0%)
6
(0%)
40
frequency
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
178
(6%)
172
(11%)
MAX
9.36
13.08
95%
4.01
4.73
Q3
2.54
2.75
AVG
2.42
2.59
MEDIAN
2.02
2.09
Q1
1.98
1.98
5%
1.98
1.98
MIN
1.98
1.98
RANGE
7.38
11.1
IQR
0.560
0.771
STD
0.810
1.07
VAR
0.656
1.15
KURT.
11.1
16.8
SKEW
2.94
3.28
SUM
6,733
4,074
41
any_claim
VALUES:
2,778
(100%)
1,574
(100%)
MISSING:
---
---
DISTINCT:
1
(0%)
1
(0%)
severity
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
claim.amount
0.96
coverage.limit
0.18
vehicle.hp
0.16
vehicle.hp.per.weight
0.14
vehicle.top.speed
0.14
vehicle.torque
0.13
vehicle.ccm
0.11
vehicle.age
-0.11
vehicle.weight
0.11
vehicle.length
0.09
vehicle.acceleration
-0.09
driver.age
-0.06
tenure
-0.06
vehicle.width
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.20
past.fault.claim.count
0.15
past.claimt.count
0.13
driver.city
0.13
vehicle.class
0.12
no.claim.level
0.11
licence.plate.city
0.10
period
0.07
marital.status
0.06
vehicle.cylinders
0.06
vehicle.body.type
0.06
claim.count
0.05
vehicle.fuel.type
0.04
vehicle.number.of.doors
0.03
MOST FREQUENT VALUES
1125.0
12
0.4%
1
0.1%
675.0
11
0.4%
3
0.2%
1800.0
9
0.3%
2
0.1%
900.0
8
0.3%
0
0.0%
787.5
7
0.3%
2
0.1%
1327.5
7
0.3%
2
0.1%
796.5
6
0.2%
0
0.0%
2250.0
5
0.2%
0
0.0%
1350.0
5
0.2%
3
0.2%
929.25
4
0.1%
0
0.0%
2475.0
4
0.1%
0
0.0%
1575.0
4
0.1%
2
0.1%
1593.0
4
0.1%
1
0.1%
832.5
4
0.1%
0
0.0%
1241.2125
4
0.1%
1
0.1%
SMALLEST VALUES
120.4425
1
0.0%
0
0.0%
124.8075
1
0.0%
0
0.0%
128.925
1
0.0%
0
0.0%
132.75
1
0.0%
0
0.0%
150.0525
1
0.0%
0
0.0%
156.735
1
0.0%
0
0.0%
157.41
1
0.0%
0
0.0%
159.3
1
0.0%
0
0.0%
173.25
1
0.0%
0
0.0%
182.34
1
0.0%
0
0.0%
184.5
1
0.0%
0
0.0%
184.9275
1
0.0%
0
0.0%
185.3775
1
0.0%
0
0.0%
187.6725
1
0.0%
0
0.0%
199.125
1
0.0%
1
0.1%
LARGEST VALUES
90247.5
1
0.0%
5
0.3%
90000.0
1
0.0%
0
0.0%
76131.0
1
0.0%
0
0.0%
69750.9225
1
0.0%
0
0.0%
69747.12
1
0.0%
0
0.0%
67500.0
1
0.0%
1
0.1%
65827.7325
1
0.0%
0
0.0%
61053.1875
1
0.0%
0
0.0%
59625.0
1
0.0%
0
0.0%
56250.0
1
0.0%
0
0.0%
53662.5
1
0.0%
0
0.0%
51381.45
1
0.0%
0
0.0%
51379.875
1
0.0%
0
0.0%
50068.8225
1
0.0%
0
0.0%
49612.5
2
0.1%
0
0.0%
Associations
Showing ONLY dataset "Renewal"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "New"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
severity
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
claim.amount
0.96
coverage.limit
0.18
vehicle.hp
0.16
vehicle.hp.per.weight
0.14
vehicle.top.speed
0.14
vehicle.torque
0.13
vehicle.ccm
0.11
vehicle.age
-0.11
vehicle.weight
0.11
vehicle.length
0.09
vehicle.acceleration
-0.09
driver.age
-0.06
tenure
-0.06
vehicle.width
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.20
past.fault.claim.count
0.15
past.claimt.count
0.13
driver.city
0.13
vehicle.class
0.12
no.claim.level
0.11
licence.plate.city
0.10
period
0.07
marital.status
0.06
vehicle.cylinders
0.06
vehicle.body.type
0.06
claim.count
0.05
vehicle.fuel.type
0.04
vehicle.number.of.doors
0.03
MOST FREQUENT VALUES
1125.0
12
0.4%
1
0.1%
675.0
11
0.4%
3
0.2%
1800.0
9
0.3%
2
0.1%
900.0
8
0.3%
0
0.0%
787.5
7
0.3%
2
0.1%
1327.5
7
0.3%
2
0.1%
796.5
6
0.2%
0
0.0%
2250.0
5
0.2%
0
0.0%
1350.0
5
0.2%
3
0.2%
929.25
4
0.1%
0
0.0%
2475.0
4
0.1%
0
0.0%
1575.0
4
0.1%
2
0.1%
1593.0
4
0.1%
1
0.1%
832.5
4
0.1%
0
0.0%
1241.2125
4
0.1%
1
0.1%
SMALLEST VALUES
120.4425
1
0.0%
0
0.0%
124.8075
1
0.0%
0
0.0%
128.925
1
0.0%
0
0.0%
132.75
1
0.0%
0
0.0%
150.0525
1
0.0%
0
0.0%
156.735
1
0.0%
0
0.0%
157.41
1
0.0%
0
0.0%
159.3
1
0.0%
0
0.0%
173.25
1
0.0%
0
0.0%
182.34
1
0.0%
0
0.0%
184.5
1
0.0%
0
0.0%
184.9275
1
0.0%
0
0.0%
185.3775
1
0.0%
0
0.0%
187.6725
1
0.0%
0
0.0%
199.125
1
0.0%
1
0.1%
LARGEST VALUES
90247.5
1
0.0%
5
0.3%
90000.0
1
0.0%
0
0.0%
76131.0
1
0.0%
0
0.0%
69750.9225
1
0.0%
0
0.0%
69747.12
1
0.0%
0
0.0%
67500.0
1
0.0%
1
0.1%
65827.7325
1
0.0%
0
0.0%
61053.1875
1
0.0%
0
0.0%
59625.0
1
0.0%
0
0.0%
56250.0
1
0.0%
0
0.0%
53662.5
1
0.0%
0
0.0%
51381.45
1
0.0%
0
0.0%
51379.875
1
0.0%
0
0.0%
50068.8225
1
0.0%
0
0.0%
49612.5
2
0.1%
0
0.0%
tenure
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
driver.age
0.32
vehicle.age
0.30
coverage.limit
-0.23
vehicle.torque
-0.17
vehicle.weight
-0.11
vehicle.width
-0.09
vehicle.hp
-0.07
severity
-0.06
claim.amount
-0.06
vehicle.height
-0.05
vehicle.length
-0.05
vehicle.top.speed
-0.03
exposure
-0.02
vehicle.ccm
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
no.claim.level
0.47
driver.city
0.18
vehicle.transmission
0.18
period
0.17
vehicle.make
0.16
vehicle.fuel.type
0.16
licence.plate.city
0.15
vehicle.body.type
0.09
past.claimt.count
0.09
vehicle.class
0.09
marital.status
0.08
vehicle.number.of.doors
0.08
past.fault.claim.count
0.08
vehicle.cylinders
0.04
MOST FREQUENT VALUES
1
474
17.1%
0
0.0%
0
455
16.4%
1,574
100.0%
2
298
10.7%
0
0.0%
5
197
7.1%
0
0.0%
3
194
7.0%
0
0.0%
4
179
6.4%
0
0.0%
7
156
5.6%
0
0.0%
6
144
5.2%
0
0.0%
8
127
4.6%
0
0.0%
9
101
3.6%
0
0.0%
11
95
3.4%
0
0.0%
10
92
3.3%
0
0.0%
12
66
2.4%
0
0.0%
13
45
1.6%
0
0.0%
15
38
1.4%
0
0.0%
SMALLEST VALUES
0
455
16.4%
1,574
100.0%
1
474
17.1%
0
0.0%
2
298
10.7%
0
0.0%
3
194
7.0%
0
0.0%
4
179
6.4%
0
0.0%
5
197
7.1%
0
0.0%
6
144
5.2%
0
0.0%
7
156
5.6%
0
0.0%
8
127
4.6%
0
0.0%
9
101
3.6%
0
0.0%
10
92
3.3%
0
0.0%
11
95
3.4%
0
0.0%
12
66
2.4%
0
0.0%
13
45
1.6%
0
0.0%
14
28
1.0%
0
0.0%
LARGEST VALUES
19
11
0.4%
0
0.0%
18
17
0.6%
0
0.0%
17
31
1.1%
0
0.0%
16
30
1.1%
0
0.0%
15
38
1.4%
0
0.0%
14
28
1.0%
0
0.0%
13
45
1.6%
0
0.0%
12
66
2.4%
0
0.0%
11
95
3.4%
0
0.0%
10
92
3.3%
0
0.0%
9
101
3.6%
0
0.0%
8
127
4.6%
0
0.0%
7
156
5.6%
0
0.0%
6
144
5.2%
0
0.0%
5
197
7.1%
0
0.0%
cover.start.date
MISSING:
---
---
543
20%
344
22%
2014-07-01
464
17%
245
16%
2015-07-01
423
15%
348
22%
2016-07-01
279
10%
39
2%
2014-01-01
233
8%
44
3%
2015-01-01
184
7%
1
0%
2016-01-01
9
0%
3
0%
2014-01-06
8
0%
3
0%
2014-01-11
8
0%
5
0%
2014-01-30
7
0%
7
0%
2016-01-06
7
0%
4
0%
2014-01-14
7
0%
2
0%
2014-01-12
7
0%
4
0%
2014-02-06
7
0%
1
0%
2015-01-08
6
0%
3
0%
2014-01-20
6
0%
7
0%
2015-02-10
6
0%
-
-
2014-03-02
6
0%
-
-
2015-01-24
6
0%
1
0%
2016-02-10
6
0%
1
0%
2014-02-20
6
0%
3
0%
2015-01-12
6
0%
4
0%
2015-01-05
6
0%
7
0%
2016-01-14
5
0%
2
0%
2015-02-13
5
0%
3
0%
2015-02-11
5
0%
10
1%
2016-01-12
5
0%
2
0%
2016-01-05
5
0%
8
1%
2014-01-10
5
0%
4
0%
2016-01-28
5
0%
6
0%
2016-01-11
5
0%
5
0%
2016-01-07
5
0%
4
0%
2016-02-22
5
0%
4
0%
2014-01-09
5
0%
6
0%
2015-01-15
5
0%
2
0%
2016-02-16
5
0%
4
0%
2015-02-17
4
0%
3
0%
2015-02-04
4
0%
1
0%
2015-01-10
4
0%
3
0%
2014-03-01
4
0%
4
0%
2016-01-20
4
0%
1
0%
2015-01-28
4
0%
5
0%
2014-02-04
4
0%
5
0%
2015-01-22
4
0%
7
0%
2015-01-29
4
0%
2
0%
2014-02-03
4
0%
2
0%
2014-02-21
4
0%
3
0%
2014-01-18
4
0%
3
0%
2016-02-04
4
0%
5
0%
2016-02-06
4
0%
5
0%
2014-02-11
4
0%
-
-
2014-02-22
4
0%
2
0%
2015-01-02
4
0%
-
-
2016-01-17
4
0%
3
0%
2014-02-17
4
0%
3
0%
2014-02-24
4
0%
3
0%
2015-02-28
4
0%
-
-
2014-08-07
4
0%
6
0%
2016-02-03
4
0%
4
0%
2014-02-10
4
0%
5
0%
2016-01-21
377
14%
363
23%
(Other)
cover.end.date
MISSING:
---
---
526
19%
309
20%
2014-12-31
451
16%
233
15%
2015-12-31
418
15%
330
21%
2016-12-31
358
13%
174
11%
2014-06-30
277
10%
141
9%
2015-06-30
240
9%
204
13%
2016-06-30
7
0%
3
0%
2014-05-16
7
0%
-
-
2016-05-08
7
0%
2
0%
2014-12-03
6
0%
4
0%
2015-05-09
6
0%
-
-
2016-05-20
6
0%
-
-
2014-06-27
5
0%
-
-
2016-10-31
5
0%
-
-
2015-06-05
5
0%
-
-
2015-05-17
5
0%
-
-
2015-05-12
4
0%
1
0%
2016-05-02
4
0%
3
0%
2014-05-17
4
0%
-
-
2014-06-16
4
0%
-
-
2016-05-06
4
0%
-
-
2016-12-27
4
0%
6
0%
2015-05-06
4
0%
2
0%
2014-05-13
4
0%
-
-
2014-05-22
4
0%
-
-
2015-05-21
4
0%
-
-
2014-06-24
4
0%
1
0%
2014-05-20
4
0%
-
-
2015-06-04
4
0%
-
-
2014-06-01
4
0%
-
-
2016-05-16
4
0%
-
-
2016-05-13
4
0%
-
-
2016-05-17
4
0%
3
0%
2014-05-06
4
0%
-
-
2016-06-01
4
0%
-
-
2015-06-15
3
0%
-
-
2016-05-31
3
0%
1
0%
2015-06-27
3
0%
2
0%
2015-05-08
3
0%
2
0%
2015-05-11
3
0%
-
-
2015-06-06
3
0%
-
-
2015-06-22
3
0%
1
0%
2016-11-02
3
0%
-
-
2014-12-28
3
0%
-
-
2014-06-10
3
0%
-
-
2014-05-25
3
0%
3
0%
2014-05-08
3
0%
-
-
2016-06-18
3
0%
-
-
2016-11-10
3
0%
1
0%
2015-06-01
3
0%
2
0%
2014-11-24
3
0%
2
0%
2016-06-10
3
0%
-
-
2015-06-23
3
0%
-
-
2016-06-29
3
0%
7
0%
2015-05-07
3
0%
-
-
2016-06-26
3
0%
1
0%
2014-06-23
3
0%
-
-
2015-05-18
3
0%
1
0%
2014-05-14
3
0%
-
-
2014-06-15
3
0%
2
0%
2014-11-25
298
11%
133
8%
(Other)
exposure
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
frequency
-0.36
driver.age
0.04
vehicle.top.speed
-0.03
vehicle.age
-0.02
tenure
-0.02
severity
-0.02
vehicle.acceleration
0.02
vehicle.height
0.01
coverage.limit
0.01
vehicle.hp.per.weight
-0.01
vehicle.weight
0.01
vehicle.width
-0.01
claim.amount
-0.01
vehicle.torque
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
period
0.49
vehicle.make
0.13
licence.plate.city
0.13
driver.city
0.12
no.claim.level
0.06
past.fault.claim.count
0.06
past.claimt.count
0.05
marital.status
0.05
vehicle.fuel.type
0.05
vehicle.class
0.04
claim.count
0.04
vehicle.cylinders
0.04
gender
0.03
vehicle.body.type
0.03
MOST FREQUENT VALUES
0.5041
1,275
45.9%
858
54.5%
0.49588999999999994
277
10.0%
0
0.0%
0.49863
87
3.1%
1
0.1%
0.38493
28
1.0%
15
1.0%
0.35205
26
0.9%
11
0.7%
0.41506000000000004
25
0.9%
8
0.5%
0.48081999999999997
25
0.9%
13
0.8%
0.40136
24
0.9%
18
1.1%
0.4041
23
0.8%
11
0.7%
0.4863
23
0.8%
8
0.5%
0.47534
23
0.8%
7
0.4%
0.42601999999999995
23
0.8%
6
0.4%
0.34383
22
0.8%
20
1.3%
0.44246
22
0.8%
12
0.8%
0.38219000000000003
22
0.8%
14
0.9%
SMALLEST VALUES
0.33013000000000003
18
0.6%
7
0.4%
0.3315
4
0.1%
1
0.1%
0.33287
14
0.5%
15
1.0%
0.33560999999999996
20
0.7%
24
1.5%
0.33698
1
0.0%
1
0.1%
0.33835
11
0.4%
8
0.5%
0.34109
15
0.5%
9
0.6%
0.34246
1
0.0%
3
0.2%
0.34383
22
0.8%
20
1.3%
0.3452
2
0.1%
1
0.1%
0.34657
21
0.8%
19
1.2%
0.34794
3
0.1%
0
0.0%
0.34931
18
0.6%
12
0.8%
0.35068
2
0.1%
2
0.1%
0.35205
26
0.9%
11
0.7%
LARGEST VALUES
0.5041
1,275
45.9%
858
54.5%
0.50273
3
0.1%
0
0.0%
0.5
5
0.2%
1
0.1%
0.49863
87
3.1%
1
0.1%
0.49726000000000004
4
0.1%
1
0.1%
0.49588999999999994
277
10.0%
0
0.0%
0.49451999999999996
10
0.4%
2
0.1%
0.49178
17
0.6%
7
0.4%
0.48904
13
0.5%
11
0.7%
0.48767
1
0.0%
1
0.1%
0.4863
23
0.8%
8
0.5%
0.48493
2
0.1%
2
0.1%
0.48356000000000005
21
0.8%
11
0.7%
0.48218999999999995
2
0.1%
1
0.1%
0.48081999999999997
25
0.9%
13
0.8%
period
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
2014H2
590
21%
348
22%
4,650
7,344
2015H2
503
18%
250
16%
5,213
5,984
2014H1
482
17%
217
14%
4,202
6,691
2016H2
458
16%
353
22%
5,598
7,113
2015H1
399
14%
191
12%
4,290
7,545
2016H1
346
12%
215
14%
4,768
6,332
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
period
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.fuel.type
0.18
driver.city
0.02
licence.plate.city
0.02
vehicle.cylinders
0.02
past.fault.claim.count
0.01
vehicle.make
0.01
past.claimt.count
0.01
no.claim.level
0.01
claim.count
0.01
vehicle.class
0.01
vehicle.body.type
0.01
vehicle.transmission
0.00

THESE FEATURES GIVE INFORMATION
ON period:
vehicle.fuel.type
0.13
vehicle.make
0.02
driver.city
0.02
licence.plate.city
0.02
past.claimt.count
0.01
no.claim.level
0.01
past.fault.claim.count
0.01
vehicle.class
0.01
vehicle.body.type
0.00
vehicle.cylinders
0.00
claim.count
0.00
marital.status
0.00
vehicle.transmission
0.00
vehicle.number.of.doors
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
period
CORRELATION RATIO WITH...
exposure
0.49
tenure
0.17
frequency
0.16
coverage.limit
0.15
vehicle.age
0.12
claim.amount
0.08
severity
0.07
vehicle.width
0.06
vehicle.weight
0.06
vehicle.torque
0.06
vehicle.ccm
0.05
vehicle.length
0.04
driver.age
0.04
vehicle.height
0.04
driver.city
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
driver.city.id.721
1,089
39%
717
46%
5,040
6,389
driver.city.id.875
319
11%
123
8%
3,875
6,073
driver.city.id.386
279
10%
127
8%
5,573
8,502
driver.city.id.471
136
5%
58
4%
4,987
6,847
driver.city.id.456
88
3%
29
2%
4,893
4,871
driver.city.id.18
84
3%
14
1%
3,614
2,412
driver.city.group.2
83
3%
100
6%
5,613
7,078
driver.city.id.918
65
2%
12
1%
5,464
5,143
driver.city.id.76
48
2%
41
3%
3,645
9,684
driver.city.id.925
38
1%
20
1%
3,330
6,403
driver.city.id.745
37
1%
8
1%
3,150
9,114
driver.city.id.176
35
1%
16
1%
3,578
3,575
driver.city.id.45
34
1%
37
2%
3,352
8,051
driver.city.id.838
32
1%
21
1%
6,730
5,898
driver.city.id.605
29
1%
15
1%
4,236
10,364
driver.city.id.871
28
1%
4
0%
4,711
6,840
driver.city.id.312
27
1%
26
2%
5,195
7,598
(Other)
327
12%
4,695
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
driver.city
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
licence.plate.city
0.62
same.city.licenceplate.customer
0.12
vehicle.cylinders
0.09
vehicle.make
0.07
marital.status
0.05
claim.count
0.05
vehicle.class
0.04
past.fault.claim.count
0.04
no.claim.level
0.03
past.claimt.count
0.03
vehicle.body.type
0.03
vehicle.fuel.type
0.03

THESE FEATURES GIVE INFORMATION
ON driver.city:
licence.plate.city
0.57
vehicle.make
0.09
vehicle.class
0.03
same.city.licenceplate.customer
0.03
marital.status
0.02
no.claim.level
0.02
period
0.02
vehicle.fuel.type
0.02
past.claimt.count
0.01
vehicle.body.type
0.01
past.fault.claim.count
0.01
vehicle.number.of.doors
0.01
vehicle.cylinders
0.01
claim.count
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
driver.city
CORRELATION RATIO WITH...
vehicle.weight
0.21
vehicle.torque
0.21
coverage.limit
0.21
driver.age
0.19
vehicle.hp
0.19
vehicle.length
0.18
vehicle.ccm
0.18
tenure
0.18
vehicle.age
0.17
vehicle.top.speed
0.17
vehicle.hp.per.weight
0.16
vehicle.height
0.16
vehicle.width
0.15
frequency
0.15
same.city.licenceplate.customer
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
Yes
2,153
78%
1,094
70%
4,809
7,181
No
625
22%
480
30%
4,738
6,170
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
same.city.licenceplate.customer
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
driver.city
0.03
licence.plate.city
0.01
vehicle.cylinders
0.01
vehicle.make
0.00
claim.count
0.00
vehicle.body.type
0.00
gender
0.00
vehicle.class
0.00
no.claim.level
0.00
vehicle.number.of.doors
0.00
vehicle.fuel.type
0.00
past.fault.claim.count
0.00

THESE FEATURES GIVE INFORMATION
ON same.city.licenceplate.customer:
driver.city
0.12
licence.plate.city
0.04
vehicle.make
0.03
vehicle.class
0.01
vehicle.body.type
0.01
no.claim.level
0.00
gender
0.00
vehicle.cylinders
0.00
claim.count
0.00
vehicle.fuel.type
0.00
vehicle.number.of.doors
0.00
period
0.00
past.fault.claim.count
0.00
marital.status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
same.city.licenceplate.customer
CORRELATION RATIO WITH...
vehicle.age
0.11
coverage.limit
0.05
vehicle.ccm
0.04
vehicle.length
0.04
vehicle.acceleration
0.03
frequency
0.03
vehicle.top.speed
0.03
exposure
0.03
vehicle.hp.per.weight
0.02
vehicle.width
0.02
tenure
0.02
claim.amount
0.01
vehicle.hp
0.01
vehicle.weight
0.01
newbusiness.renewal
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
renewal
2,778
100%
0
0%
4,793
nan
new.business
0
0%
1,574
100%
nan
6,872
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
newbusiness.renewal
PROVIDES INFORMATION ON...
any_claim
1.00
vehicle.cylinders
0.00
vehicle.make
0.00
vehicle.fuel.type
0.00
period
0.00
gender
0.00
marital.status
0.00
no.claim.level
0.00
licence.plate.city
0.00
vehicle.number.of.doors
0.00
vehicle.transmission
0.00
past.fault.claim.count
0.00
past.claimt.count
0.00
vehicle.class
-0.00

THESE FEATURES GIVE INFORMATION
ON newbusiness.renewal:
period
1.00
driver.city
1.00
same.city.licenceplate.customer
1.00
gender
1.00
marital.status
1.00
no.claim.level
1.00
licence.plate.city
1.00
vehicle.make
1.00
vehicle.body.type
1.00
vehicle.number.of.doors
1.00
vehicle.transmission
1.00
vehicle.cylinders
1.00
vehicle.class
1.00
vehicle.fuel.type
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
newbusiness.renewal
CORRELATION RATIO WITH...
severity
0.00
tenure
0.00
exposure
0.00
driver.age
0.00
vehicle.age
0.00
coverage.limit
0.00
vehicle.top.speed
0.00
vehicle.acceleration
0.00
vehicle.length
0.00
vehicle.width
0.00
vehicle.height
0.00
vehicle.hp
0.00
vehicle.ccm
0.00
vehicle.torque
0.00
driver.age
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tenure
0.32
vehicle.age
0.26
coverage.limit
-0.14
vehicle.torque
-0.08
severity
-0.06
claim.amount
-0.06
vehicle.width
-0.05
exposure
0.04
vehicle.ccm
0.04
vehicle.weight
-0.03
vehicle.length
0.03
vehicle.hp
-0.01
frequency
-0.01
vehicle.top.speed
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
marital.status
0.39
no.claim.level
0.32
driver.city
0.19
vehicle.make
0.18
licence.plate.city
0.15
vehicle.fuel.type
0.14
vehicle.body.type
0.13
past.claimt.count
0.12
vehicle.number.of.doors
0.11
vehicle.transmission
0.11
gender
0.09
vehicle.class
0.09
past.fault.claim.count
0.07
vehicle.cylinders
0.05
MOST FREQUENT VALUES
50
68
2.4%
30
1.9%
42
68
2.4%
36
2.3%
40
67
2.4%
39
2.5%
44
66
2.4%
32
2.0%
55
66
2.4%
25
1.6%
52
66
2.4%
27
1.7%
54
66
2.4%
25
1.6%
56
66
2.4%
26
1.7%
41
65
2.3%
38
2.4%
51
65
2.3%
30
1.9%
58
65
2.3%
24
1.5%
46
65
2.3%
25
1.6%
39
65
2.3%
31
2.0%
49
64
2.3%
26
1.7%
45
64
2.3%
31
2.0%
SMALLEST VALUES
19
2
0.1%
18
1.1%
20
8
0.3%
22
1.4%
21
12
0.4%
20
1.3%
22
12
0.4%
21
1.3%
23
15
0.5%
23
1.5%
24
16
0.6%
29
1.8%
25
19
0.7%
34
2.2%
26
25
0.9%
34
2.2%
27
29
1.0%
39
2.5%
28
30
1.1%
37
2.4%
29
30
1.1%
38
2.4%
30
35
1.3%
40
2.5%
31
36
1.3%
41
2.6%
32
43
1.5%
36
2.3%
33
49
1.8%
37
2.4%
LARGEST VALUES
85
10
0.4%
4
0.3%
84
11
0.4%
4
0.3%
83
14
0.5%
4
0.3%
82
13
0.5%
6
0.4%
81
14
0.5%
5
0.3%
80
14
0.5%
9
0.6%
79
19
0.7%
8
0.5%
78
19
0.7%
8
0.5%
77
18
0.6%
8
0.5%
76
22
0.8%
9
0.6%
75
21
0.8%
11
0.7%
74
27
1.0%
10
0.6%
73
29
1.0%
14
0.9%
72
27
1.0%
9
0.6%
71
37
1.3%
13
0.8%
gender
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
male
1,723
62%
965
61%
4,821
6,963
female
1,055
38%
609
39%
4,748
6,728
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gender
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.number.of.doors
0.03
marital.status
0.02
vehicle.body.type
0.02
vehicle.class
0.01
vehicle.transmission
0.01
vehicle.cylinders
0.01
licence.plate.city
0.01
driver.city
0.01
vehicle.make
0.00
vehicle.fuel.type
0.00
same.city.licenceplate.customer
0.00
past.claimt.count
0.00

THESE FEATURES GIVE INFORMATION
ON gender:
vehicle.body.type
0.04
vehicle.number.of.doors
0.04
marital.status
0.04
vehicle.class
0.03
driver.city
0.02
vehicle.make
0.02
licence.plate.city
0.02
vehicle.transmission
0.01
vehicle.fuel.type
0.01
past.claimt.count
0.00
past.fault.claim.count
0.00
same.city.licenceplate.customer
0.00
no.claim.level
0.00
vehicle.cylinders
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
CORRELATION RATIO WITH...
vehicle.length
0.22
vehicle.weight
0.11
vehicle.torque
0.11
vehicle.top.speed
0.10
driver.age
0.09
vehicle.ccm
0.09
vehicle.hp
0.08
vehicle.width
0.07
vehicle.acceleration
0.07
coverage.limit
0.05
exposure
0.03
vehicle.hp.per.weight
0.03
vehicle.age
0.03
frequency
0.02
marital.status
MISSING:
64
(2%)
50
(3%)
TOP CATEGORIES
severity
(avg)
severity
(avg)
widow
1,776
65%
781
51%
4,478
6,480
married
529
19%
435
29%
5,559
6,711
single
278
10%
241
16%
5,377
8,346
divorced
131
5%
67
4%
4,457
6,420
ALL
2,714
100%
1,524
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
marital.status
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
gender
0.04
driver.city
0.02
licence.plate.city
0.02
vehicle.body.type
0.02
vehicle.cylinders
0.02
no.claim.level
0.02
vehicle.make
0.01
vehicle.number.of.doors
0.01
past.fault.claim.count
0.01
vehicle.class
0.01
past.claimt.count
0.01
claim.count
0.00

THESE FEATURES GIVE INFORMATION
ON marital.status:
driver.city
0.05
licence.plate.city
0.04
vehicle.make
0.04
gender
0.02
no.claim.level
0.02
vehicle.body.type
0.02
vehicle.class
0.01
vehicle.number.of.doors
0.01
past.claimt.count
0.01
past.fault.claim.count
0.01
vehicle.cylinders
0.00
vehicle.fuel.type
0.00
period
0.00
claim.count
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
marital.status
CORRELATION RATIO WITH...
driver.age
0.39
vehicle.length
0.15
vehicle.weight
0.10
vehicle.age
0.09
tenure
0.08
vehicle.torque
0.07
vehicle.hp
0.07
vehicle.width
0.07
vehicle.height
0.07
vehicle.ccm
0.07
severity
0.06
coverage.limit
0.06
claim.amount
0.05
vehicle.top.speed
0.05
no.claim.level
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
5
1,607
58%
106
7%
4,363
6,861
1
313
11%
171
11%
6,341
5,770
4
292
11%
55
3%
4,540
6,628
3
269
10%
49
3%
4,541
5,622
2
235
8%
86
5%
5,516
5,591
0
62
2%
1,107
70%
7,684
7,211
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
no.claim.level
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
marital.status
0.02
vehicle.cylinders
0.02
past.fault.claim.count
0.02
licence.plate.city
0.02
driver.city
0.02
past.claimt.count
0.02
vehicle.transmission
0.01
vehicle.make
0.01
claim.count
0.01
vehicle.body.type
0.01
vehicle.fuel.type
0.01
period
0.01

THESE FEATURES GIVE INFORMATION
ON no.claim.level:
driver.city
0.03
vehicle.make
0.03
licence.plate.city
0.03
marital.status
0.02
past.claimt.count
0.01
past.fault.claim.count
0.01
vehicle.body.type
0.01
period
0.01
vehicle.fuel.type
0.01
vehicle.class
0.01
vehicle.transmission
0.01
claim.count
0.00
vehicle.cylinders
0.00
vehicle.number.of.doors
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
no.claim.level
CORRELATION RATIO WITH...
tenure
0.47
driver.age
0.32
vehicle.age
0.24
coverage.limit
0.16
vehicle.torque
0.12
claim.amount
0.12
severity
0.11
frequency
0.09
vehicle.width
0.08
vehicle.weight
0.06
vehicle.top.speed
0.06
exposure
0.06
vehicle.acceleration
0.05
vehicle.height
0.04
licence.plate.city
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
licence.plate.city.id.145
1,182
43%
763
48%
4,975
6,673
licence.plate.city.id.741
341
12%
163
10%
5,630
7,559
licence.plate.city.id.305
312
11%
120
8%
3,989
7,181
licence.plate.city.id.374
136
5%
49
3%
5,034
7,772
licence.plate.city.id.350
81
3%
17
1%
3,633
2,289
licence.plate.city.id.95
81
3%
38
2%
5,016
6,370
licence.plate.city.group.2
81
3%
99
6%
5,444
8,384
licence.plate.city.id.93
48
2%
18
1%
5,374
6,986
licence.plate.city.id.593
38
1%
19
1%
3,128
9,514
licence.plate.city.id.655
36
1%
9
1%
3,368
7,241
licence.plate.city.id.901
33
1%
13
1%
4,378
4,033
licence.plate.city.id.730
31
1%
36
2%
3,672
9,721
licence.plate.city.id.784
30
1%
16
1%
4,773
9,735
licence.plate.city.id.607
27
1%
17
1%
3,614
3,877
licence.plate.city.id.310
26
1%
6
0%
4,261
10,161
licence.plate.city.id.10
25
1%
12
1%
6,077
5,250
licence.plate.city.id.884
24
1%
10
1%
4,193
3,169
(Other)
246
9%
4,411
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
licence.plate.city
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
driver.city
0.57
vehicle.cylinders
0.07
vehicle.make
0.07
vehicle.class
0.04
same.city.licenceplate.customer
0.04
marital.status
0.04
claim.count
0.04
past.fault.claim.count
0.03
no.claim.level
0.03
past.claimt.count
0.03
vehicle.body.type
0.03
vehicle.fuel.type
0.02

THESE FEATURES GIVE INFORMATION
ON licence.plate.city:
driver.city
0.62
vehicle.make
0.09
vehicle.class
0.03
marital.status
0.02
no.claim.level
0.02
period
0.02
past.claimt.count
0.01
vehicle.fuel.type
0.01
vehicle.body.type
0.01
past.fault.claim.count
0.01
same.city.licenceplate.customer
0.01
vehicle.number.of.doors
0.01
claim.count
0.01
vehicle.cylinders
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
licence.plate.city
CORRELATION RATIO WITH...
vehicle.hp
0.18
vehicle.weight
0.18
vehicle.top.speed
0.17
vehicle.age
0.17
coverage.limit
0.17
vehicle.length
0.17
vehicle.hp.per.weight
0.16
vehicle.ccm
0.16
driver.age
0.15
vehicle.torque
0.15
tenure
0.15
frequency
0.14
vehicle.acceleration
0.13
vehicle.height
0.13
vehicle.make
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
VOLKSWAGEN
334
12%
187
12%
5,015
6,163
OPEL
276
10%
109
7%
3,954
5,901
FORD
231
8%
111
7%
4,698
5,610
HONDA
214
8%
67
4%
6,201
5,760
TOYOTA
162
6%
59
4%
4,109
6,469
RENAULT (OYAK)
161
6%
149
9%
3,292
6,082
HYUNDAI
145
5%
109
7%
3,797
7,004
BMW
142
5%
96
6%
8,052
14,835
PEUGEOT
126
5%
77
5%
3,182
4,690
NISSAN
106
4%
35
2%
4,585
5,966
RENAULT
102
4%
58
4%
4,612
7,041
MERCEDES
92
3%
56
4%
5,885
10,288
CITROEN
92
3%
66
4%
4,922
7,199
KIA
73
3%
67
4%
4,489
6,936
AUDI
73
3%
44
3%
8,342
8,284
SEAT
61
2%
25
2%
4,649
6,440
TOFAS-FIAT
59
2%
40
3%
2,758
4,645
(Other)
329
12%
4,600
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.make
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.cylinders
0.33
vehicle.class
0.31
vehicle.body.type
0.19
vehicle.number.of.doors
0.16
vehicle.transmission
0.13
licence.plate.city
0.09
driver.city
0.09
vehicle.fuel.type
0.06
past.fault.claim.count
0.04
marital.status
0.04
claim.count
0.03
past.claimt.count
0.03

THESE FEATURES GIVE INFORMATION
ON vehicle.make:
vehicle.class
0.16
vehicle.body.type
0.07
driver.city
0.07
licence.plate.city
0.07
vehicle.number.of.doors
0.04
vehicle.transmission
0.03
vehicle.fuel.type
0.02
vehicle.cylinders
0.02
period
0.01
no.claim.level
0.01
marital.status
0.01
past.claimt.count
0.01
past.fault.claim.count
0.01
same.city.licenceplate.customer
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
CORRELATION RATIO WITH...
vehicle.top.speed
0.70
vehicle.hp
0.65
coverage.limit
0.62
vehicle.ccm
0.58
vehicle.hp.per.weight
0.57
vehicle.torque
0.55
vehicle.weight
0.55
vehicle.acceleration
0.52
vehicle.height
0.50
vehicle.length
0.46
vehicle.width
0.40
vehicle.age
0.29
claim.amount
0.21
severity
0.20
vehicle.model.detail
MISSING:
---
---
17
1%
5
0%
CR-V 2.0 EXECUTIVE OV
17
1%
3
0%
ASTRA HB 1.3 CDTi ENJOY (90)
16
1%
5
0%
CIVIC SEDAN 1.6 PREMIIUM OV (Y)
15
1%
9
1%
320d SEDAN
13
0%
2
0%
C-MAX TITANIUM 1.6 TDCi (115)
12
0%
4
0%
FIESTA TITANIUM 5K 1.4i OV
11
0%
1
0%
316i SEDAN
11
0%
3
0%
E 200 KOMPRESSOR
11
0%
1
0%
CIVIC SEDAN 1.6 (125) ELEGANCE OV (Y)
11
0%
5
0%
CIVIC SEDAN 1.6 ELEGANCE OV (Y)
9
0%
7
0%
520d
9
0%
7
0%
FIESTA 1.4 TDCi COMFORT
9
0%
2
0%
CIVIC SEDAN 1.6 ELEGANCE (Y)
9
0%
1
0%
E 200
9
0%
3
0%
CR-V 2.0 iES OV
9
0%
1
0%
VECTRA 1.6i COMFORT
9
0%
2
0%
FIESTA 1.4i COMFORT
8
0%
2
0%
520IA
8
0%
7
0%
FIESTA TITANIUM 5K 1.4 TDCi
8
0%
1
0%
FUSION 1.4i TDCi COMFORT 5 KAPI
8
0%
1
0%
POLO 1.4 COMFORTLINE (85)
8
0%
2
0%
ASTRA HB 1.6i 16V ENJOY
8
0%
2
0%
PASSAT 2.0 TDI COMFORTLINE TIP. DSG (140
7
0%
-
-
CIVIC 1.6 ES VTEC 4 KAPI (Y)
7
0%
2
0%
CIVIC 1.6 ES VTEC 4 KAPI OV (Y)
7
0%
4
0%
POLO 1.4 COMFORTLINE TIPTRONIC DSG (85)
7
0%
1
0%
GRANDE PUNTO 5K 1.4 FIRE (77) ACTIVE
7
0%
2
0%
CORSA 5 KAPI 1.4i TWINPORT ENJOY OV
7
0%
1
0%
QASHQAI 1.5 DCI TEKNA 4x2
7
0%
-
-
ASTRA 1.6i 16V CD SEDAN
7
0%
4
0%
CORSA 1.3 CDTi 5 KAPI ESSENTIA
7
0%
-
-
GRANDE PUNTO 5K 1.3 MULTIJET (75) ACTIVE
7
0%
-
-
CIVIC 1.6 iES 4 KAPI (Y)
7
0%
-
-
MICRA 1.2 PASSION 5 KAPI OV
6
0%
2
0%
206 X-LINE 1.4 HDI
6
0%
4
0%
SPORTAGE 2.0 DSL EX OV DVD
6
0%
2
0%
CIVIC SEDAN 1.6 125 ELEGANCE ECO OV (Y)
6
0%
7
0%
520d SEDAN COMFORT
6
0%
2
0%
TUCSON 2.0 CRDi H-MATIC
6
0%
-
-
VECTRA 1.6 GL
6
0%
2
0%
CORSA 1.2i 16V TWINPORT 5 KAPI ENJOY
6
0%
-
-
ASTRA 1.6i 16V SEDAN ELEGANCE
6
0%
3
0%
BORA 1.6 COMFORTLINE
6
0%
1
0%
ELANTRA 1.6 GLS
6
0%
2
0%
C4 1.6 e-HDI (112) EXCLUSIVE MCP
6
0%
4
0%
C4 1.6 e-HDI (112) CONFORT MCP
6
0%
1
0%
ASTRA NB ENJOY 1.3 CDTI (90)
6
0%
1
0%
SPORTAGE 2.0 D EX OV
6
0%
-
-
SORENTO X-FORCE 2.5 DSL OV PRESTIGE
6
0%
4
0%
FIESTA TITANIUM 5K 1.4i
6
0%
2
0%
POLO 1.6 TDI COMFORTLINE T.TRONIC DSG 90
6
0%
2
0%
LEON 1.6 TDI CR (105) STYLE
6
0%
4
0%
ACCENT ERA 1.4 TEAM (Y)
6
0%
1
0%
C 220 CDI
6
0%
-
-
CLIO SYMBOL II AUTHENTQUE 1.4
6
0%
-
-
FOCUS C-MAX 1.6 TDCi TITANIUM 5 KAPI
6
0%
3
0%
MEGANE II SEDAN DYNAMIC 1.6 16V
5
0%
3
0%
MEGANE II SEDAN EXTREME 1.5 DCI (80)
5
0%
2
0%
JAZZ 1.4 LS
5
0%
-
-
FOCUS 1.6 TDCi 4 KAPI GHIA (109)
2,303
83%
1,432
91%
(Other)
vehicle.model
MISSING:
---
---
146
5%
48
3%
ASTRA
131
5%
33
2%
CIVIC
107
4%
43
3%
FOCUS
86
3%
21
1%
COROLLA
86
3%
56
4%
MEGANE
84
3%
40
3%
GOLF
80
3%
48
3%
CORSA
72
3%
54
3%
PASSAT
69
2%
25
2%
POLO
68
2%
53
3%
FIESTA
68
2%
35
2%
3 SERİSİ
56
2%
30
2%
JETTA
49
2%
28
2%
ACCENT
46
2%
48
3%
CLIO
45
2%
29
2%
5 SERİSİ
43
2%
16
1%
QASHQAI
39
1%
19
1%
E
32
1%
21
1%
C4
32
1%
28
2%
SYMBOL
30
1%
13
1%
CR-V
30
1%
19
1%
C
29
1%
15
1%
206
29
1%
42
3%
FLUENCE
28
1%
3
0%
VECTRA
27
1%
13
1%
A3
27
1%
10
1%
A4
26
1%
11
1%
S40
26
1%
8
1%
JAZZ
25
1%
14
1%
GRANDE PUNTO
25
1%
14
1%
307
24
1%
18
1%
SPORTAGE
23
1%
6
0%
SCENIC
22
1%
17
1%
AURIS
22
1%
11
1%
C5
22
1%
10
1%
GETZ
21
1%
16
1%
LEON
21
1%
14
1%
YARIS
20
1%
9
1%
TIGUAN
20
1%
4
0%
C MAX
20
1%
35
2%
I20
20
1%
4
0%
IBIZA
20
1%
4
0%
AVENSIS
19
1%
7
0%
MICRA
18
1%
13
1%
LAGUNA
18
1%
13
1%
C3
18
1%
5
0%
BORA
18
1%
3
0%
207
17
1%
5
0%
3
16
1%
2
0%
FUSION
16
1%
4
0%
CITY
16
1%
15
1%
LINEA
15
1%
10
1%
A6
15
1%
18
1%
SORENTO
15
1%
16
1%
I30
15
1%
8
1%
ALBEA
14
1%
1
0%
CORDOBA
14
1%
5
0%
MONDEO
14
1%
16
1%
308
13
0%
-
-
CEE'D
12
0%
16
1%
1 SERİSİ
599
22%
432
27%
(Other)
vehicle.make.model
MISSING:
---
---
146
5%
48
3%
OPEL-ASTRA
131
5%
33
2%
HONDA-CIVIC
107
4%
43
3%
FORD-FOCUS
86
3%
21
1%
TOYOTA-COROLLA
84
3%
40
3%
VOLKSWAGEN-GOLF
80
3%
48
3%
OPEL-CORSA
72
3%
54
3%
VOLKSWAGEN-PASSAT
69
2%
25
2%
VOLKSWAGEN-POLO
68
2%
35
2%
BMW-3 SERİSİ
68
2%
53
3%
FORD-FIESTA
62
2%
44
3%
RENAULT (OYAK)-MEGANE
56
2%
30
2%
VOLKSWAGEN-JETTA
49
2%
28
2%
HYUNDAI-ACCENT
45
2%
29
2%
BMW-5 SERİSİ
43
2%
16
1%
NISSAN-QASHQAI
39
1%
19
1%
MERCEDES-E
32
1%
22
1%
RENAULT (OYAK)-SYMBOL
32
1%
21
1%
CITROEN-C4
31
1%
41
3%
RENAULT (OYAK)-CLIO
30
1%
19
1%
MERCEDES-C
30
1%
13
1%
HONDA-CR-V
29
1%
15
1%
PEUGEOT-206
29
1%
42
3%
RENAULT (OYAK)-FLUENCE
28
1%
3
0%
OPEL-VECTRA
27
1%
13
1%
AUDI-A3
27
1%
10
1%
AUDI-A4
26
1%
11
1%
VOLVO-S40
26
1%
8
1%
HONDA-JAZZ
25
1%
14
1%
FIAT-GRANDE PUNTO
25
1%
14
1%
PEUGEOT-307
24
1%
12
1%
RENAULT-MEGANE
24
1%
18
1%
KIA-SPORTAGE
23
1%
6
0%
RENAULT-SCENIC
22
1%
17
1%
TOYOTA-AURIS
22
1%
11
1%
CITROEN-C5
22
1%
10
1%
HYUNDAI-GETZ
21
1%
14
1%
TOYOTA-YARIS
21
1%
16
1%
SEAT-LEON
20
1%
9
1%
VOLKSWAGEN-TIGUAN
20
1%
4
0%
SEAT-IBIZA
20
1%
4
0%
TOYOTA-AVENSIS
20
1%
4
0%
FORD-C MAX
20
1%
35
2%
HYUNDAI-I20
19
1%
7
0%
NISSAN-MICRA
18
1%
13
1%
CITROEN-C3
18
1%
3
0%
PEUGEOT-207
18
1%
5
0%
VOLKSWAGEN-BORA
18
1%
13
1%
RENAULT-LAGUNA
17
1%
5
0%
MAZDA-3
16
1%
2
0%
FORD-FUSION
16
1%
15
1%
TOFAS-FIAT-LINEA
16
1%
4
0%
HONDA-CITY
15
1%
10
1%
AUDI-A6
15
1%
18
1%
KIA-SORENTO
15
1%
7
0%
RENAULT-CLIO
15
1%
8
1%
TOFAS-FIAT-ALBEA
15
1%
16
1%
HYUNDAI-I30
14
1%
16
1%
PEUGEOT-308
14
1%
1
0%
SEAT-CORDOBA
14
1%
5
0%
FORD-MONDEO
624
22%
454
29%
(Other)
vehicle.age
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
coverage.limit
-0.57
vehicle.torque
-0.30
tenure
0.30
vehicle.width
-0.27
driver.age
0.26
vehicle.weight
-0.24
vehicle.height
-0.18
vehicle.ccm
0.16
vehicle.length
-0.13
severity
-0.11
vehicle.hp
-0.11
claim.amount
-0.11
vehicle.top.speed
-0.05
vehicle.hp.per.weight
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.transmission
0.33
vehicle.fuel.type
0.29
vehicle.make
0.29
no.claim.level
0.24
vehicle.class
0.21
vehicle.number.of.doors
0.18
licence.plate.city
0.17
driver.city
0.17
vehicle.body.type
0.15
vehicle.cylinders
0.14
period
0.12
same.city.licenceplate.customer
0.11
past.claimt.count
0.10
marital.status
0.09
MOST FREQUENT VALUES
3
326
11.7%
216
13.7%
2
306
11.0%
205
13.0%
4
278
10.0%
178
11.3%
8
231
8.3%
68
4.3%
5
220
7.9%
107
6.8%
6
193
6.9%
72
4.6%
10
190
6.8%
76
4.8%
7
179
6.4%
65
4.1%
9
175
6.3%
64
4.1%
11
131
4.7%
66
4.2%
1
125
4.5%
250
15.9%
12
77
2.8%
47
3.0%
16
69
2.5%
5
0.3%
15
64
2.3%
24
1.5%
13
62
2.2%
12
0.8%
SMALLEST VALUES
0
18
0.6%
91
5.8%
1
125
4.5%
250
15.9%
2
306
11.0%
205
13.0%
3
326
11.7%
216
13.7%
4
278
10.0%
178
11.3%
5
220
7.9%
107
6.8%
6
193
6.9%
72
4.6%
7
179
6.4%
65
4.1%
8
231
8.3%
68
4.3%
9
175
6.3%
64
4.1%
10
190
6.8%
76
4.8%
11
131
4.7%
66
4.2%
12
77
2.8%
47
3.0%
13
62
2.2%
12
0.8%
14
61
2.2%
20
1.3%
LARGEST VALUES
22
3
0.1%
0
0.0%
21
2
0.1%
0
0.0%
20
5
0.2%
0
0.0%
19
9
0.3%
0
0.0%
18
20
0.7%
2
0.1%
17
34
1.2%
6
0.4%
16
69
2.5%
5
0.3%
15
64
2.3%
24
1.5%
14
61
2.2%
20
1.3%
13
62
2.2%
12
0.8%
12
77
2.8%
47
3.0%
11
131
4.7%
66
4.2%
10
190
6.8%
76
4.8%
9
175
6.3%
64
4.1%
8
231
8.3%
68
4.3%
coverage.limit
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.torque
0.71
vehicle.hp
0.63
vehicle.weight
0.61
vehicle.age
-0.57
vehicle.top.speed
0.52
vehicle.length
0.49
vehicle.ccm
0.38
vehicle.hp.per.weight
0.38
vehicle.acceleration
-0.36
vehicle.width
0.30
tenure
-0.23
claim.amount
0.18
severity
0.18
driver.age
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.62
vehicle.class
0.55
vehicle.transmission
0.31
vehicle.body.type
0.29
vehicle.fuel.type
0.27
driver.city
0.21
licence.plate.city
0.17
no.claim.level
0.16
vehicle.number.of.doors
0.16
vehicle.cylinders
0.16
period
0.15
past.fault.claim.count
0.14
past.claimt.count
0.13
marital.status
0.06
MOST FREQUENT VALUES
23000.0
16
0.6%
1
0.1%
21000.0
14
0.5%
4
0.3%
24000.0
13
0.5%
4
0.3%
20000.0
13
0.5%
4
0.3%
14000.0
12
0.4%
1
0.1%
22500.0
11
0.4%
3
0.2%
17000.0
11
0.4%
3
0.2%
18500.0
11
0.4%
3
0.2%
19400.0
10
0.4%
1
0.1%
22000.0
9
0.3%
4
0.3%
25000.0
9
0.3%
2
0.1%
27000.0
8
0.3%
1
0.1%
16000.0
8
0.3%
0
0.0%
15000.0
8
0.3%
6
0.4%
18700.0
8
0.3%
1
0.1%
SMALLEST VALUES
6100.0
1
0.0%
0
0.0%
6470.0
1
0.0%
0
0.0%
6720.0
1
0.0%
0
0.0%
7300.0
2
0.1%
0
0.0%
7750.0
1
0.0%
0
0.0%
7800.0
1
0.0%
0
0.0%
8000.0
3
0.1%
0
0.0%
8100.0
1
0.0%
0
0.0%
8232.0
1
0.0%
0
0.0%
8500.0
2
0.1%
2
0.1%
8700.0
2
0.1%
0
0.0%
8900.0
1
0.0%
0
0.0%
9000.0
3
0.1%
0
0.0%
9250.0
1
0.0%
0
0.0%
9300.0
2
0.1%
0
0.0%
LARGEST VALUES
287219.0
1
0.0%
0
0.0%
279100.0
1
0.0%
0
0.0%
275616.0
1
0.0%
0
0.0%
266000.0
1
0.0%
0
0.0%
257112.0
1
0.0%
0
0.0%
249776.0
1
0.0%
0
0.0%
233599.0
1
0.0%
0
0.0%
213313.0
2
0.1%
0
0.0%
206103.0
1
0.0%
0
0.0%
203831.0
1
0.0%
0
0.0%
203734.0
2
0.1%
0
0.0%
197412.0
1
0.0%
0
0.0%
196326.0
1
0.0%
0
0.0%
195700.0
1
0.0%
0
0.0%
192044.0
1
0.0%
0
0.0%
vehicle.body.type
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
SED
1,158
42%
557
35%
4,969
7,035
HBA
1,072
39%
698
44%
4,488
6,176
STW
500
18%
258
16%
5,026
7,145
CPE
28
1%
40
3%
4,089
14,900
CAB
10
0%
4
0%
6,980
14,965
PAN
4
0%
4
0%
1,383
3,350
ROA
3
0%
2
0%
13,881
12,598
CVA
2
0%
5
0%
1,808
1,872
MIN
1
0%
4
0%
2,869
9,665
ÇKU
0
0%
1
0%
nan
958
YCA
0
0%
1
0%
nan
1,113
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.body.type
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.number.of.doors
0.86
vehicle.class
0.25
vehicle.cylinders
0.08
vehicle.make
0.07
gender
0.04
marital.status
0.02
vehicle.transmission
0.02
driver.city
0.01
licence.plate.city
0.01
no.claim.level
0.01
vehicle.fuel.type
0.01
claim.count
0.01

THESE FEATURES GIVE INFORMATION
ON vehicle.body.type:
vehicle.number.of.doors
0.63
vehicle.class
0.34
vehicle.make
0.19
driver.city
0.03
licence.plate.city
0.03
gender
0.02
marital.status
0.02
vehicle.cylinders
0.01
no.claim.level
0.01
vehicle.fuel.type
0.01
vehicle.transmission
0.01
period
0.01
past.claimt.count
0.01
past.fault.claim.count
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.body.type
CORRELATION RATIO WITH...
vehicle.height
0.81
vehicle.length
0.68
vehicle.weight
0.50
vehicle.top.speed
0.45
vehicle.hp
0.41
vehicle.ccm
0.38
vehicle.torque
0.32
vehicle.hp.per.weight
0.31
coverage.limit
0.29
vehicle.acceleration
0.27
vehicle.width
0.21
vehicle.age
0.15
driver.age
0.13
tenure
0.09
vehicle.number.of.doors
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
5
1,500
54%
913
58%
4,653
6,393
4
1,178
42%
591
38%
4,931
7,078
3
85
3%
64
4%
4,849
11,122
2
15
1%
6
0%
7,688
14,176
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.number.of.doors
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.body.type
0.63
vehicle.class
0.14
vehicle.make
0.04
vehicle.cylinders
0.04
gender
0.04
driver.city
0.01
marital.status
0.01
licence.plate.city
0.01
vehicle.fuel.type
0.01
vehicle.transmission
0.01
past.claimt.count
0.00
no.claim.level
0.00

THESE FEATURES GIVE INFORMATION
ON vehicle.number.of.doors:
vehicle.body.type
0.86
vehicle.class
0.25
vehicle.make
0.16
gender
0.03
driver.city
0.03
licence.plate.city
0.02
vehicle.fuel.type
0.01
marital.status
0.01
vehicle.cylinders
0.01
vehicle.transmission
0.01
no.claim.level
0.00
past.claimt.count
0.00
past.fault.claim.count
0.00
period
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.number.of.doors
CORRELATION RATIO WITH...
vehicle.length
0.59
vehicle.height
0.40
vehicle.top.speed
0.39
vehicle.hp.per.weight
0.27
vehicle.hp
0.24
vehicle.acceleration
0.21
vehicle.ccm
0.19
vehicle.age
0.18
coverage.limit
0.16
vehicle.weight
0.14
vehicle.torque
0.13
driver.age
0.11
tenure
0.08
vehicle.width
0.05
vehicle.top.speed
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.hp
0.75
vehicle.hp.per.weight
0.73
vehicle.length
0.58
vehicle.acceleration
-0.55
vehicle.torque
0.52
coverage.limit
0.52
vehicle.ccm
0.46
vehicle.weight
0.44
vehicle.height
-0.33
vehicle.width
0.16
claim.amount
0.15
severity
0.14
vehicle.age
-0.05
tenure
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.70
vehicle.class
0.68
vehicle.body.type
0.45
vehicle.number.of.doors
0.39
vehicle.cylinders
0.38
licence.plate.city
0.17
driver.city
0.17
gender
0.10
past.claimt.count
0.08
past.fault.claim.count
0.07
no.claim.level
0.06
marital.status
0.05
vehicle.transmission
0.05
same.city.licenceplate.customer
0.03
MOST FREQUENT VALUES
190
203
7.3%
125
7.9%
180
147
5.3%
94
6.0%
192
136
4.9%
57
3.6%
175
132
4.8%
80
5.1%
170
124
4.5%
70
4.4%
185
104
3.7%
55
3.5%
195
101
3.6%
50
3.2%
188
89
3.2%
20
1.3%
177
88
3.2%
24
1.5%
174
71
2.6%
24
1.5%
182
67
2.4%
32
2.0%
200
64
2.3%
33
2.1%
168
59
2.1%
54
3.4%
165
55
2.0%
37
2.4%
184
54
1.9%
13
0.8%
SMALLEST VALUES
0
3
0.1%
1
0.1%
135
1
0.0%
0
0.0%
140
1
0.0%
1
0.1%
141
1
0.0%
1
0.1%
142
5
0.2%
0
0.0%
144
1
0.0%
0
0.0%
145
11
0.4%
4
0.3%
146
2
0.1%
1
0.1%
148
2
0.1%
0
0.0%
150
1
0.0%
5
0.3%
151
2
0.1%
0
0.0%
152
2
0.1%
1
0.1%
154
2
0.1%
2
0.1%
155
20
0.7%
9
0.6%
156
1
0.0%
6
0.4%
LARGEST VALUES
250
3
0.1%
2
0.1%
248
5
0.2%
1
0.1%
247
2
0.1%
0
0.0%
245
8
0.3%
1
0.1%
243
2
0.1%
1
0.1%
239
1
0.0%
1
0.1%
238
1
0.0%
1
0.1%
236
5
0.2%
0
0.0%
235
8
0.3%
8
0.5%
234
6
0.2%
2
0.1%
233
4
0.1%
1
0.1%
232
6
0.2%
3
0.2%
230
23
0.8%
22
1.4%
229
2
0.1%
2
0.1%
228
6
0.2%
3
0.2%
vehicle.acceleration
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.hp.per.weight
-0.62
vehicle.hp
-0.59
vehicle.top.speed
-0.55
vehicle.ccm
-0.39
vehicle.torque
-0.38
coverage.limit
-0.36
vehicle.length
-0.35
vehicle.weight
-0.32
vehicle.height
0.15
claim.amount
-0.09
severity
-0.09
vehicle.width
-0.07
vehicle.age
0.03
exposure
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.52
vehicle.class
0.39
vehicle.body.type
0.27
vehicle.cylinders
0.26
vehicle.number.of.doors
0.21
driver.city
0.13
licence.plate.city
0.13
vehicle.transmission
0.13
vehicle.fuel.type
0.09
gender
0.07
past.claimt.count
0.06
past.fault.claim.count
0.05
no.claim.level
0.05
same.city.licenceplate.customer
0.03
MOST FREQUENT VALUES
10.9
113
4.1%
66
4.2%
11.5
98
3.5%
38
2.4%
12.0
97
3.5%
34
2.2%
10.3
92
3.3%
32
2.0%
11.3
91
3.3%
35
2.2%
12.5
78
2.8%
38
2.4%
11.7
77
2.8%
60
3.8%
12.2
77
2.8%
59
3.7%
11.9
76
2.7%
42
2.7%
11.2
63
2.3%
44
2.8%
12.3
59
2.1%
28
1.8%
13.6
56
2.0%
21
1.3%
9.8
55
2.0%
20
1.3%
12.7
54
1.9%
34
2.2%
12.6
51
1.8%
23
1.5%
SMALLEST VALUES
0.0
45
1.6%
16
1.0%
5.5
1
0.0%
0
0.0%
6.3
1
0.0%
0
0.0%
6.6
1
0.0%
2
0.1%
6.8
5
0.2%
1
0.1%
6.9
5
0.2%
3
0.2%
7.0
7
0.3%
2
0.1%
7.1
7
0.3%
3
0.2%
7.2
5
0.2%
5
0.3%
7.3
1
0.0%
1
0.1%
7.4
4
0.1%
2
0.1%
7.5
2
0.1%
1
0.1%
7.6
12
0.4%
16
1.0%
7.7
2
0.1%
1
0.1%
7.8
10
0.4%
2
0.1%
LARGEST VALUES
20.9
1
0.0%
1
0.1%
20.4
3
0.1%
0
0.0%
19.5
3
0.1%
0
0.0%
18.9
1
0.0%
0
0.0%
18.5
1
0.0%
1
0.1%
17.9
8
0.3%
2
0.1%
17.8
5
0.2%
2
0.1%
17.7
1
0.0%
1
0.1%
17.3
1
0.0%
2
0.1%
17.1
2
0.1%
3
0.2%
17.0
1
0.0%
2
0.1%
16.9
5
0.2%
1
0.1%
16.7
3
0.1%
0
0.0%
16.5
6
0.2%
13
0.8%
16.3
4
0.1%
1
0.1%
vehicle.transmission
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
automatic
1,663
60%
707
45%
4,679
7,254
manual
1,115
40%
867
55%
4,964
6,562
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.transmission
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.fuel.type
0.27
vehicle.make
0.03
vehicle.class
0.02
vehicle.cylinders
0.01
vehicle.body.type
0.01
no.claim.level
0.01
gender
0.01
past.fault.claim.count
0.01
vehicle.number.of.doors
0.01
driver.city
0.01
past.claimt.count
0.00
claim.count
0.00

THESE FEATURES GIVE INFORMATION
ON vehicle.transmission:
vehicle.fuel.type
0.50
vehicle.make
0.13
vehicle.class
0.04
driver.city
0.02
vehicle.body.type
0.02
no.claim.level
0.01
licence.plate.city
0.01
past.fault.claim.count
0.01
vehicle.number.of.doors
0.01
past.claimt.count
0.01
gender
0.01
vehicle.cylinders
0.00
period
0.00
marital.status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.transmission
CORRELATION RATIO WITH...
vehicle.torque
0.65
vehicle.weight
0.36
vehicle.hp.per.weight
0.34
vehicle.age
0.33
coverage.limit
0.31
vehicle.width
0.24
vehicle.height
0.20
vehicle.length
0.18
tenure
0.18
vehicle.acceleration
0.13
vehicle.ccm
0.11
driver.age
0.11
vehicle.top.speed
0.05
severity
0.02
vehicle.cylinders
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
4
2,668
96%
1,516
96%
4,714
6,898
3
53
2%
33
2%
6,156
6,542
6
44
2%
18
1%
7,591
6,148
5
11
0%
7
0%
7,003
4,706
8
1
0%
0
0%
785
nan
2
1
0%
0
0%
1,410
nan
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.cylinders
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.class
0.03
vehicle.make
0.02
vehicle.body.type
0.01
vehicle.number.of.doors
0.01
driver.city
0.01
licence.plate.city
0.01
past.claimt.count
0.00
vehicle.fuel.type
0.00
vehicle.transmission
0.00
marital.status
0.00
no.claim.level
0.00
same.city.licenceplate.customer
0.00

THESE FEATURES GIVE INFORMATION
ON vehicle.cylinders:
vehicle.make
0.33
vehicle.class
0.23
driver.city
0.09
vehicle.body.type
0.08
licence.plate.city
0.07
vehicle.number.of.doors
0.04
vehicle.fuel.type
0.02
past.claimt.count
0.02
no.claim.level
0.02
marital.status
0.02
period
0.02
vehicle.transmission
0.01
past.fault.claim.count
0.01
same.city.licenceplate.customer
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.cylinders
CORRELATION RATIO WITH...
vehicle.ccm
0.61
vehicle.hp
0.46
vehicle.hp.per.weight
0.39
vehicle.top.speed
0.38
vehicle.torque
0.31
vehicle.weight
0.29
vehicle.acceleration
0.26
vehicle.length
0.26
vehicle.width
0.18
coverage.limit
0.16
vehicle.age
0.14
vehicle.height
0.07
severity
0.06
claim.amount
0.06
vehicle.length
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.weight
0.73
vehicle.hp
0.65
vehicle.top.speed
0.58
vehicle.torque
0.58
vehicle.ccm
0.55
coverage.limit
0.49
vehicle.width
0.44
vehicle.hp.per.weight
0.35
vehicle.acceleration
-0.35
vehicle.age
-0.13
claim.amount
0.10
severity
0.09
tenure
-0.05
vehicle.height
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
0.84
vehicle.body.type
0.68
vehicle.number.of.doors
0.59
vehicle.make
0.46
vehicle.cylinders
0.26
gender
0.22
driver.city
0.18
vehicle.transmission
0.18
vehicle.fuel.type
0.17
licence.plate.city
0.17
marital.status
0.15
past.claimt.count
0.08
past.fault.claim.count
0.07
no.claim.level
0.04
MOST FREQUENT VALUES
4545
91
3.3%
27
1.7%
3999
63
2.3%
39
2.5%
4315
56
2.0%
21
1.3%
4249
55
2.0%
19
1.2%
4554
46
1.7%
24
1.5%
4030
42
1.5%
20
1.3%
4520
41
1.5%
17
1.1%
3950
40
1.4%
26
1.7%
4765
39
1.4%
22
1.4%
4280
38
1.4%
14
0.9%
4498
36
1.3%
30
1.9%
3970
36
1.3%
28
1.8%
4841
32
1.2%
20
1.3%
4199
29
1.0%
17
1.1%
4458
28
1.0%
4
0.3%
SMALLEST VALUES
3433
2
0.1%
0
0.0%
3435
1
0.0%
3
0.2%
3538
1
0.0%
2
0.1%
3546
1
0.0%
3
0.2%
3565
2
0.1%
0
0.0%
3595
1
0.0%
0
0.0%
3605
1
0.0%
0
0.0%
3620
1
0.0%
0
0.0%
3640
1
0.0%
1
0.1%
3653
1
0.0%
1
0.1%
3665
1
0.0%
1
0.1%
3666
1
0.0%
2
0.1%
3675
2
0.1%
0
0.0%
3678
1
0.0%
0
0.0%
3699
1
0.0%
4
0.3%
LARGEST VALUES
5290
2
0.1%
3
0.2%
5182
1
0.0%
1
0.1%
5099
1
0.0%
0
0.0%
5096
1
0.0%
0
0.0%
5010
1
0.0%
1
0.1%
5000
1
0.0%
1
0.1%
4999
1
0.0%
0
0.0%
4975
1
0.0%
0
0.0%
4933
1
0.0%
0
0.0%
4927
4
0.1%
3
0.2%
4916
6
0.2%
1
0.1%
4915
3
0.1%
6
0.4%
4907
4
0.1%
6
0.4%
4899
8
0.3%
2
0.1%
4897
3
0.1%
4
0.3%
vehicle.width
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.weight
0.46
vehicle.length
0.44
vehicle.torque
0.38
vehicle.hp
0.30
coverage.limit
0.30
vehicle.height
0.28
vehicle.age
-0.27
vehicle.ccm
0.25
vehicle.top.speed
0.16
tenure
-0.09
vehicle.acceleration
-0.07
vehicle.hp.per.weight
0.05
driver.age
-0.05
severity
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
0.40
vehicle.make
0.40
vehicle.transmission
0.24
vehicle.body.type
0.21
vehicle.fuel.type
0.20
vehicle.cylinders
0.18
driver.city
0.15
licence.plate.city
0.13
past.claimt.count
0.09
no.claim.level
0.08
past.fault.claim.count
0.07
gender
0.07
marital.status
0.07
period
0.06
MOST FREQUENT VALUES
1695
118
4.2%
42
2.7%
1820
87
3.1%
62
3.9%
1750
85
3.1%
23
1.5%
1760
82
3.0%
38
2.4%
1770
69
2.5%
35
2.2%
1780
69
2.5%
40
2.5%
1737
59
2.1%
36
2.3%
1804
57
2.1%
16
1.0%
1777
53
1.9%
47
3.0%
1781
47
1.7%
24
1.5%
1735
44
1.6%
17
1.1%
1710
42
1.5%
29
1.8%
1709
41
1.5%
4
0.3%
1720
40
1.4%
9
0.6%
1943
40
1.4%
26
1.7%
SMALLEST VALUES
1317
34
1.2%
12
0.8%
1578
1
0.0%
2
0.1%
1588
1
0.0%
0
0.0%
1590
2
0.1%
0
0.0%
1595
3
0.1%
1
0.1%
1608
5
0.2%
0
0.0%
1618
10
0.4%
8
0.5%
1620
4
0.1%
0
0.0%
1626
1
0.0%
2
0.1%
1627
1
0.0%
3
0.2%
1630
2
0.1%
3
0.2%
1631
1
0.0%
0
0.0%
1632
3
0.1%
3
0.2%
1634
5
0.2%
3
0.2%
1635
2
0.1%
0
0.0%
LARGEST VALUES
2087
1
0.0%
1
0.1%
2077
1
0.0%
0
0.0%
2037
15
0.5%
17
1.1%
2019
10
0.4%
2
0.1%
2000
3
0.1%
2
0.1%
1997
1
0.0%
0
0.0%
1991
12
0.4%
7
0.4%
1987
8
0.3%
2
0.1%
1985
5
0.2%
2
0.1%
1975
5
0.2%
3
0.2%
1943
40
1.4%
26
1.7%
1940
8
0.3%
12
0.8%
1936
1
0.0%
0
0.0%
1928
2
0.1%
1
0.1%
1925
2
0.1%
2
0.1%
vehicle.height
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.weight
0.44
vehicle.top.speed
-0.33
vehicle.width
0.28
vehicle.torque
0.22
vehicle.ccm
0.21
vehicle.hp.per.weight
-0.18
vehicle.age
-0.18
vehicle.acceleration
0.15
coverage.limit
0.13
vehicle.hp
0.12
tenure
-0.05
vehicle.length
0.04
exposure
0.01
claim.amount
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.body.type
0.81
vehicle.class
0.79
vehicle.make
0.50
vehicle.number.of.doors
0.40
vehicle.transmission
0.20
driver.city
0.16
vehicle.fuel.type
0.13
licence.plate.city
0.13
vehicle.cylinders
0.07
marital.status
0.07
no.claim.level
0.04
past.claimt.count
0.04
past.fault.claim.count
0.04
period
0.04
MOST FREQUENT VALUES
1470
131
4.7%
87
5.5%
1460
112
4.0%
53
3.4%
1435
92
3.3%
28
1.8%
1490
90
3.2%
67
4.3%
1425
81
2.9%
14
0.9%
1479
71
2.6%
59
3.7%
1510
66
2.4%
36
2.3%
1488
65
2.3%
44
2.8%
1498
65
2.3%
40
2.5%
1459
59
2.1%
33
2.1%
1421
58
2.1%
34
2.2%
1440
54
1.9%
16
1.0%
1472
50
1.8%
25
1.6%
1497
50
1.8%
42
2.7%
1445
48
1.7%
28
1.8%
SMALLEST VALUES
1291
1
0.0%
2
0.1%
1299
1
0.0%
0
0.0%
1315
1
0.0%
0
0.0%
1345
1
0.0%
0
0.0%
1350
1
0.0%
0
0.0%
1358
1
0.0%
0
0.0%
1366
1
0.0%
0
0.0%
1373
2
0.1%
0
0.0%
1376
1
0.0%
0
0.0%
1380
3
0.1%
1
0.1%
1385
7
0.3%
2
0.1%
1386
1
0.0%
0
0.0%
1390
4
0.1%
1
0.1%
1391
4
0.1%
3
0.2%
1392
3
0.1%
0
0.0%
LARGEST VALUES
1959
2
0.1%
3
0.2%
1954
1
0.0%
1
0.1%
1875
1
0.0%
0
0.0%
1865
1
0.0%
0
0.0%
1855
2
0.1%
1
0.1%
1850
1
0.0%
0
0.0%
1840
3
0.1%
2
0.1%
1827
5
0.2%
0
0.0%
1820
1
0.0%
2
0.1%
1819
3
0.1%
0
0.0%
1814
8
0.3%
13
0.8%
1810
1
0.0%
0
0.0%
1802
1
0.0%
0
0.0%
1801
1
0.0%
1
0.1%
1795
3
0.1%
0
0.0%
vehicle.class
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
C
1,209
44%
581
37%
4,400
6,266
B
574
21%
396
25%
4,027
5,903
D
542
20%
312
20%
5,479
7,686
I
170
6%
83
5%
5,394
7,192
E
143
5%
91
6%
7,275
12,704
H
65
2%
58
4%
5,828
6,937
G
39
1%
18
1%
6,582
4,332
A
25
1%
19
1%
3,904
6,430
K
5
0%
6
0%
1,441
2,633
L
3
0%
9
1%
2,162
5,290
F
3
0%
1
0%
3,841
22,065
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.class
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.body.type
0.34
vehicle.number.of.doors
0.25
vehicle.cylinders
0.23
vehicle.make
0.16
vehicle.transmission
0.04
gender
0.03
licence.plate.city
0.03
driver.city
0.03
vehicle.fuel.type
0.02
past.fault.claim.count
0.01
marital.status
0.01
claim.count
0.01

THESE FEATURES GIVE INFORMATION
ON vehicle.class:
vehicle.make
0.31
vehicle.body.type
0.25
vehicle.number.of.doors
0.14
driver.city
0.04
licence.plate.city
0.04
vehicle.cylinders
0.03
vehicle.transmission
0.02
vehicle.fuel.type
0.01
gender
0.01
marital.status
0.01
no.claim.level
0.01
period
0.01
past.fault.claim.count
0.01
past.claimt.count
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
CORRELATION RATIO WITH...
vehicle.length
0.84
vehicle.weight
0.79
vehicle.height
0.79
vehicle.hp
0.71
vehicle.top.speed
0.68
vehicle.ccm
0.67
vehicle.torque
0.62
coverage.limit
0.55
vehicle.hp.per.weight
0.45
vehicle.width
0.40
vehicle.acceleration
0.39
vehicle.age
0.21
claim.amount
0.12
severity
0.12
vehicle.hp
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.hp.per.weight
0.82
vehicle.ccm
0.77
vehicle.top.speed
0.75
vehicle.weight
0.74
vehicle.torque
0.71
vehicle.length
0.65
coverage.limit
0.63
vehicle.acceleration
-0.59
vehicle.width
0.30
claim.amount
0.17
severity
0.16
vehicle.height
0.12
vehicle.age
-0.11
tenure
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
0.71
vehicle.make
0.65
vehicle.cylinders
0.46
vehicle.body.type
0.41
vehicle.number.of.doors
0.24
driver.city
0.19
licence.plate.city
0.18
gender
0.08
past.claimt.count
0.08
past.fault.claim.count
0.08
marital.status
0.07
no.claim.level
0.04
period
0.04
claim.count
0.03
MOST FREQUENT VALUES
110
241
8.7%
115
7.3%
90
231
8.3%
132
8.4%
105
187
6.7%
123
7.8%
115
160
5.8%
82
5.2%
100
144
5.2%
53
3.4%
75
143
5.1%
106
6.7%
125
106
3.8%
33
2.1%
80
85
3.1%
41
2.6%
150
81
2.9%
35
2.2%
122
77
2.8%
24
1.5%
140
74
2.7%
47
3.0%
112
65
2.3%
27
1.7%
102
61
2.2%
24
1.5%
109
54
1.9%
28
1.8%
85
52
1.9%
41
2.6%
SMALLEST VALUES
58
3
0.1%
1
0.1%
60
4
0.1%
5
0.3%
63
1
0.0%
1
0.1%
64
2
0.1%
0
0.0%
65
25
0.9%
23
1.5%
66
2
0.1%
0
0.0%
68
52
1.9%
34
2.2%
69
9
0.3%
5
0.3%
70
45
1.6%
34
2.2%
71
2
0.1%
0
0.0%
72
5
0.2%
1
0.1%
74
6
0.2%
7
0.4%
75
143
5.1%
106
6.7%
77
20
0.7%
8
0.5%
78
3
0.1%
1
0.1%
LARGEST VALUES
320
1
0.0%
0
0.0%
313
1
0.0%
0
0.0%
290
1
0.0%
0
0.0%
280
1
0.0%
1
0.1%
277
1
0.0%
0
0.0%
272
2
0.1%
1
0.1%
252
1
0.0%
1
0.1%
250
2
0.1%
0
0.0%
245
1
0.0%
0
0.0%
238
1
0.0%
0
0.0%
233
2
0.1%
0
0.0%
231
4
0.1%
1
0.1%
225
2
0.1%
0
0.0%
224
1
0.0%
1
0.1%
220
1
0.0%
2
0.1%
vehicle.ccm
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.hp
0.77
vehicle.weight
0.69
vehicle.torque
0.63
vehicle.length
0.55
vehicle.hp.per.weight
0.53
vehicle.top.speed
0.46
vehicle.acceleration
-0.39
coverage.limit
0.38
vehicle.width
0.25
vehicle.height
0.21
vehicle.age
0.16
claim.amount
0.12
severity
0.11
driver.age
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
0.67
vehicle.cylinders
0.61
vehicle.make
0.58
vehicle.body.type
0.38
vehicle.number.of.doors
0.19
driver.city
0.18
licence.plate.city
0.16
vehicle.fuel.type
0.12
vehicle.transmission
0.11
gender
0.09
past.fault.claim.count
0.08
past.claimt.count
0.07
marital.status
0.07
period
0.05
MOST FREQUENT VALUES
1598
499
18.0%
258
16.4%
1560
200
7.2%
122
7.8%
1390
187
6.7%
59
3.7%
1595
166
6.0%
53
3.4%
1461
157
5.7%
184
11.7%
1248
140
5.0%
100
6.4%
1995
94
3.4%
65
4.1%
1596
93
3.3%
34
2.2%
1364
89
3.2%
42
2.7%
1998
62
2.2%
30
1.9%
1398
50
1.8%
42
2.7%
1968
49
1.8%
41
2.6%
1399
47
1.7%
23
1.5%
1597
46
1.7%
18
1.1%
1590
44
1.6%
10
0.6%
SMALLEST VALUES
875
1
0.0%
0
0.0%
898
3
0.1%
2
0.1%
973
1
0.0%
1
0.1%
998
8
0.3%
7
0.4%
1086
2
0.1%
1
0.1%
1124
1
0.0%
0
0.0%
1149
11
0.4%
15
1.0%
1150
3
0.1%
0
0.0%
1197
22
0.8%
16
1.0%
1198
11
0.4%
7
0.4%
1199
4
0.1%
12
0.8%
1206
1
0.0%
2
0.1%
1229
24
0.9%
17
1.1%
1240
14
0.5%
4
0.3%
1242
17
0.6%
19
1.2%
LARGEST VALUES
5000
1
0.0%
0
0.0%
4300
1
0.0%
0
0.0%
3778
1
0.0%
0
0.0%
3726
1
0.0%
0
0.0%
3700
1
0.0%
0
0.0%
3518
1
0.0%
1
0.1%
3498
2
0.1%
1
0.1%
3199
2
0.1%
1
0.1%
3189
1
0.0%
1
0.1%
2995
1
0.0%
0
0.0%
2993
8
0.3%
1
0.1%
2987
3
0.1%
1
0.1%
2967
4
0.1%
1
0.1%
2946
1
0.0%
2
0.1%
2922
1
0.0%
0
0.0%
vehicle.torque
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.weight
0.79
vehicle.hp
0.71
coverage.limit
0.71
vehicle.ccm
0.63
vehicle.length
0.58
vehicle.top.speed
0.52
vehicle.width
0.38
vehicle.acceleration
-0.38
vehicle.hp.per.weight
0.34
vehicle.age
-0.30
vehicle.height
0.22
tenure
-0.17
claim.amount
0.13
severity
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.transmission
0.65
vehicle.class
0.62
vehicle.make
0.55
vehicle.fuel.type
0.49
vehicle.body.type
0.32
vehicle.cylinders
0.31
driver.city
0.21
licence.plate.city
0.15
vehicle.number.of.doors
0.13
past.fault.claim.count
0.13
no.claim.level
0.12
past.claimt.count
0.12
gender
0.11
marital.status
0.07
MOST FREQUENT VALUES
200
201
7.2%
140
8.9%
150
169
6.1%
51
3.2%
240
161
5.8%
119
7.6%
250
154
5.5%
144
9.1%
152
123
4.4%
32
2.0%
160
111
4.0%
78
5.0%
148
89
3.2%
21
1.3%
190
88
3.2%
51
3.2%
270
84
3.0%
55
3.5%
320
78
2.8%
52
3.3%
155
60
2.2%
30
1.9%
125
58
2.1%
22
1.4%
230
48
1.7%
47
3.0%
350
46
1.7%
28
1.8%
110
43
1.5%
26
1.7%
SMALLEST VALUES
85
1
0.0%
1
0.1%
91
1
0.0%
0
0.0%
93
4
0.1%
3
0.2%
95
6
0.2%
3
0.2%
99
3
0.1%
0
0.0%
101
2
0.1%
0
0.0%
102
4
0.1%
6
0.4%
104
10
0.4%
8
0.5%
105
8
0.3%
14
0.9%
106
1
0.0%
0
0.0%
108
2
0.1%
0
0.0%
110
43
1.5%
26
1.7%
111
2
0.1%
3
0.2%
112
11
0.4%
5
0.3%
114
31
1.1%
12
0.8%
LARGEST VALUES
630
1
0.0%
0
0.0%
550
2
0.1%
1
0.1%
540
2
0.1%
1
0.1%
510
1
0.0%
0
0.0%
500
9
0.3%
3
0.2%
450
8
0.3%
3
0.2%
425
1
0.0%
2
0.1%
403
1
0.0%
0
0.0%
400
22
0.8%
10
0.6%
394
1
0.0%
2
0.1%
392
7
0.3%
3
0.2%
390
1
0.0%
0
0.0%
380
15
0.5%
18
1.1%
366
2
0.1%
1
0.1%
365
1
0.0%
0
0.0%
vehicle.weight
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.torque
0.79
vehicle.hp
0.74
vehicle.length
0.73
vehicle.ccm
0.69
coverage.limit
0.61
vehicle.width
0.46
vehicle.top.speed
0.44
vehicle.height
0.44
vehicle.acceleration
-0.32
vehicle.hp.per.weight
0.24
vehicle.age
-0.24
claim.amount
0.11
tenure
-0.11
severity
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.class
0.79
vehicle.make
0.55
vehicle.body.type
0.50
vehicle.transmission
0.36
vehicle.cylinders
0.29
vehicle.fuel.type
0.27
driver.city
0.21
licence.plate.city
0.18
vehicle.number.of.doors
0.14
gender
0.11
marital.status
0.10
past.fault.claim.count
0.10
past.claimt.count
0.08
no.claim.level
0.06
MOST FREQUENT VALUES
1070
65
2.3%
32
2.0%
1205
56
2.0%
29
1.8%
1221
55
2.0%
19
1.2%
1230
46
1.7%
12
0.8%
1310
39
1.4%
33
2.1%
1390
36
1.3%
15
1.0%
1280
33
1.2%
27
1.7%
1193
32
1.2%
10
0.6%
1300
32
1.2%
20
1.3%
1040
30
1.1%
12
0.8%
1030
30
1.1%
20
1.3%
1035
29
1.0%
12
0.8%
1180
26
0.9%
6
0.4%
1270
26
0.9%
9
0.6%
1373
24
0.9%
14
0.9%
SMALLEST VALUES
775
2
0.1%
0
0.0%
815
1
0.0%
0
0.0%
820
1
0.0%
0
0.0%
835
2
0.1%
2
0.1%
850
1
0.0%
0
0.0%
860
1
0.0%
1
0.1%
865
1
0.0%
3
0.2%
875
1
0.0%
0
0.0%
890
5
0.2%
1
0.1%
900
1
0.0%
0
0.0%
904
1
0.0%
0
0.0%
905
2
0.1%
0
0.0%
910
1
0.0%
0
0.0%
915
2
0.1%
1
0.1%
930
1
0.0%
2
0.1%
LARGEST VALUES
2321
1
0.0%
0
0.0%
2300
1
0.0%
0
0.0%
2280
1
0.0%
0
0.0%
2266
1
0.0%
0
0.0%
2214
1
0.0%
1
0.1%
2121
7
0.3%
3
0.2%
2074
1
0.0%
0
0.0%
2049
3
0.1%
2
0.1%
2040
1
0.0%
0
0.0%
2012
2
0.1%
0
0.0%
2011
8
0.3%
13
0.8%
2004
1
0.0%
0
0.0%
2000
2
0.1%
1
0.1%
1990
1
0.0%
1
0.1%
1984
1
0.0%
1
0.1%
vehicle.hp.per.weight
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
vehicle.hp
0.82
vehicle.top.speed
0.73
vehicle.acceleration
-0.62
vehicle.ccm
0.53
coverage.limit
0.38
vehicle.length
0.35
vehicle.torque
0.34
vehicle.weight
0.24
vehicle.height
-0.18
claim.amount
0.14
severity
0.14
vehicle.width
0.05
vehicle.age
0.04
frequency
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.57
vehicle.class
0.45
vehicle.cylinders
0.39
vehicle.transmission
0.34
vehicle.body.type
0.31
vehicle.number.of.doors
0.27
vehicle.fuel.type
0.24
driver.city
0.16
licence.plate.city
0.16
past.claimt.count
0.06
no.claim.level
0.04
marital.status
0.04
period
0.04
past.fault.claim.count
0.04
MOST FREQUENT VALUES
0.10237510237510002
55
2.0%
15
1.0%
0.07317073170730999
31
1.1%
6
0.4%
0.10477787091366
23
0.8%
7
0.4%
0.07894736842105
23
0.8%
7
0.4%
0.07476635514017999
20
0.7%
16
1.0%
0.08333333333333001
19
0.7%
1
0.1%
0.09090909090909001
19
0.7%
5
0.3%
0.08273381294964
18
0.6%
2
0.1%
0.08411214953271001
18
0.6%
6
0.4%
0.07692307692307002
17
0.6%
15
1.0%
0.07972665148063
17
0.6%
14
0.9%
0.09981851179672999
17
0.6%
2
0.1%
0.09810333551339999
17
0.6%
5
0.3%
0.09830781627719
16
0.6%
2
0.1%
0.06601941747572
15
0.5%
13
0.8%
SMALLEST VALUES
0.043037974683539995
2
0.1%
4
0.3%
0.04542701393095
1
0.0%
8
0.5%
0.04798464491362
3
0.1%
8
0.5%
0.04921875
1
0.0%
1
0.1%
0.05019305019305
1
0.0%
0
0.0%
0.05428226779251999
2
0.1%
3
0.2%
0.05464480874316
1
0.0%
0
0.0%
0.055652173913040004
1
0.0%
0
0.0%
0.056675062972290004
3
0.1%
1
0.1%
0.05685618729096
2
0.1%
2
0.1%
0.057383320581480005
1
0.0%
1
0.1%
0.05757307351638
5
0.2%
5
0.3%
0.05771144278606
1
0.0%
1
0.1%
0.057963709677410005
1
0.0%
1
0.1%
0.05855855855855
3
0.1%
0
0.0%
LARGEST VALUES
0.17437325905292
1
0.0%
0
0.0%
0.16937669376693
1
0.0%
0
0.0%
0.16894409937888
1
0.0%
0
0.0%
0.16763005780346
1
0.0%
0
0.0%
0.16027475672581
1
0.0%
1
0.1%
0.15906432748538
1
0.0%
0
0.0%
0.15904572564612
1
0.0%
0
0.0%
0.15899053627760001
1
0.0%
1
0.1%
0.1578947368421
1
0.0%
0
0.0%
0.15486725663716
2
0.1%
2
0.1%
0.15397775876817002
2
0.1%
0
0.0%
0.14728682170542
1
0.0%
0
0.0%
0.14662756598239998
1
0.0%
0
0.0%
0.14630872483221
1
0.0%
0
0.0%
0.14336917562724
1
0.0%
0
0.0%
vehicle.fuel.type
MISSING:
1,131
(41%)
249
(16%)
TOP CATEGORIES
severity
(avg)
severity
(avg)
petrol
791
48%
422
32%
4,924
7,455
diesel
667
40%
746
56%
5,188
6,435
LPG
189
11%
157
12%
4,436
5,872
ALL
1,647
100%
1,325
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
vehicle.fuel.type
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
vehicle.transmission
0.50
period
0.13
vehicle.make
0.02
vehicle.cylinders
0.02
driver.city
0.02
vehicle.class
0.01
licence.plate.city
0.01
vehicle.number.of.doors
0.01
vehicle.body.type
0.01
no.claim.level
0.01
past.claimt.count
0.01
past.fault.claim.count
0.01

THESE FEATURES GIVE INFORMATION
ON vehicle.fuel.type:
vehicle.transmission
0.27
period
0.18
vehicle.make
0.06
driver.city
0.03
licence.plate.city
0.02
vehicle.class
0.02
vehicle.body.type
0.01
no.claim.level
0.01
vehicle.number.of.doors
0.01
past.claimt.count
0.01
past.fault.claim.count
0.00
vehicle.cylinders
0.00
gender
0.00
marital.status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.fuel.type
CORRELATION RATIO WITH...
vehicle.torque
0.49
vehicle.age
0.29
coverage.limit
0.27
vehicle.weight
0.27
vehicle.hp.per.weight
0.24
vehicle.width
0.20
vehicle.length
0.17
tenure
0.16
driver.age
0.14
vehicle.height
0.13
vehicle.ccm
0.12
vehicle.acceleration
0.09
exposure
0.05
claim.amount
0.04
claim.amount
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
severity
0.96
coverage.limit
0.18
vehicle.hp
0.17
vehicle.top.speed
0.15
frequency
0.15
vehicle.hp.per.weight
0.14
vehicle.torque
0.13
vehicle.ccm
0.12
vehicle.weight
0.11
vehicle.age
-0.11
vehicle.length
0.10
vehicle.acceleration
-0.09
driver.age
-0.06
tenure
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
vehicle.make
0.21
claim.count
0.17
past.fault.claim.count
0.16
past.claimt.count
0.14
driver.city
0.13
vehicle.class
0.12
no.claim.level
0.12
licence.plate.city
0.11
period
0.08
vehicle.body.type
0.07
vehicle.cylinders
0.06
marital.status
0.05
vehicle.number.of.doors
0.04
vehicle.fuel.type
0.04
MOST FREQUENT VALUES
1125.0
12
0.4%
0
0.0%
675.0
11
0.4%
3
0.2%
1800.0
9
0.3%
2
0.1%
900.0
8
0.3%
0
0.0%
787.5
7
0.3%
2
0.1%
1327.5
7
0.3%
2
0.1%
796.5
6
0.2%
0
0.0%
1350.0
5
0.2%
3
0.2%
2250.0
5
0.2%
1
0.1%
1128.375
4
0.1%
0
0.0%
1575.0
4
0.1%
2
0.1%
832.5
4
0.1%
0
0.0%
929.25
4
0.1%
0
0.0%
1593.0
4
0.1%
1
0.1%
1462.5
4
0.1%
1
0.1%
SMALLEST VALUES
120.4425
1
0.0%
0
0.0%
124.8075
1
0.0%
0
0.0%
128.925
1
0.0%
0
0.0%
132.75
1
0.0%
0
0.0%
150.0525
1
0.0%
0
0.0%
156.735
1
0.0%
0
0.0%
157.41
1
0.0%
0
0.0%
159.3
1
0.0%
0
0.0%
173.25
1
0.0%
0
0.0%
182.34
1
0.0%
0
0.0%
184.5
1
0.0%
0
0.0%
184.9275
1
0.0%
0
0.0%
185.3775
1
0.0%
0
0.0%
187.6725
1
0.0%
0
0.0%
199.125
1
0.0%
1
0.1%
LARGEST VALUES
90247.5
1
0.0%
5
0.3%
90000.0
1
0.0%
0
0.0%
88692.3
1
0.0%
0
0.0%
76131.0
1
0.0%
0
0.0%
69750.9225
1
0.0%
0
0.0%
69747.12
1
0.0%
0
0.0%
67500.0
1
0.0%
1
0.1%
65827.7325
1
0.0%
0
0.0%
62701.875
1
0.0%
0
0.0%
61053.1875
1
0.0%
0
0.0%
59625.0
1
0.0%
0
0.0%
56250.0
1
0.0%
0
0.0%
53662.5
1
0.0%
0
0.0%
51381.45
1
0.0%
0
0.0%
51379.875
1
0.0%
0
0.0%
claim.count
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
1
2,493
90%
1,344
85%
4,902
7,147
2
260
9%
197
13%
3,702
5,394
3
22
1%
27
2%
5,244
4,155
4
3
0%
3
0%
5,981
6,209
5
0
0%
3
0%
nan
6,245
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
claim.count
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
past.fault.claim.count
0.01
driver.city
0.01
licence.plate.city
0.01
past.claimt.count
0.01
vehicle.make
0.00
no.claim.level
0.00
vehicle.cylinders
0.00
same.city.licenceplate.customer
0.00
vehicle.body.type
0.00
vehicle.transmission
0.00
vehicle.class
0.00
marital.status
0.00

THESE FEATURES GIVE INFORMATION
ON claim.count:
driver.city
0.05
licence.plate.city
0.04
vehicle.make
0.03
past.claimt.count
0.02
past.fault.claim.count
0.02
no.claim.level
0.01
vehicle.class
0.01
vehicle.body.type
0.01
period
0.01
marital.status
0.00
vehicle.fuel.type
0.00
vehicle.transmission
0.00
same.city.licenceplate.customer
0.00
vehicle.number.of.doors
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
claim.count
CORRELATION RATIO WITH...
frequency
0.91
claim.amount
0.17
severity
0.05
exposure
0.04
vehicle.ccm
0.03
vehicle.hp.per.weight
0.03
vehicle.acceleration
0.03
vehicle.top.speed
0.03
tenure
0.03
vehicle.length
0.03
vehicle.width
0.03
vehicle.torque
0.03
vehicle.age
0.03
vehicle.hp
0.03
past.fault.claim.count
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
0
1,956
70%
976
62%
4,102
6,258
1
633
23%
432
27%
6,226
7,763
2
149
5%
103
7%
6,825
8,681
3
26
1%
31
2%
8,725
6,547
5
9
0%
22
1%
6,816
6,358
4
5
0%
10
1%
9,152
11,901
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
past.fault.claim.count
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
past.claimt.count
0.39
claim.count
0.02
driver.city
0.01
licence.plate.city
0.01
no.claim.level
0.01
vehicle.make
0.01
vehicle.cylinders
0.01
vehicle.transmission
0.01
period
0.01
vehicle.class
0.01
marital.status
0.01
vehicle.body.type
0.01

THESE FEATURES GIVE INFORMATION
ON past.fault.claim.count:
past.claimt.count
0.54
vehicle.make
0.04
driver.city
0.04
licence.plate.city
0.03
no.claim.level
0.02
period
0.01
vehicle.class
0.01
marital.status
0.01
claim.count
0.01
vehicle.body.type
0.01
vehicle.transmission
0.01
vehicle.fuel.type
0.01
vehicle.number.of.doors
0.00
vehicle.cylinders
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
past.fault.claim.count
CORRELATION RATIO WITH...
claim.amount
0.16
severity
0.15
coverage.limit
0.14
vehicle.torque
0.13
vehicle.weight
0.10
vehicle.ccm
0.08
vehicle.hp
0.08
tenure
0.08
vehicle.length
0.07
vehicle.width
0.07
driver.age
0.07
vehicle.top.speed
0.07
vehicle.age
0.07
frequency
0.06
past.claimt.count
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
0
1,527
55%
742
47%
4,012
6,207
1
827
30%
457
29%
5,505
7,746
2
285
10%
221
14%
5,774
6,940
3
81
3%
71
5%
6,183
7,183
5
31
1%
49
3%
9,556
6,186
4
27
1%
34
2%
7,198
9,546
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
past.claimt.count
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
any_claim
1.00
past.fault.claim.count
0.54
vehicle.cylinders
0.02
claim.count
0.02
driver.city
0.01
licence.plate.city
0.01
no.claim.level
0.01
vehicle.make
0.01
period
0.01
marital.status
0.01
vehicle.transmission
0.01
vehicle.body.type
0.01
vehicle.fuel.type
0.01

THESE FEATURES GIVE INFORMATION
ON past.claimt.count:
past.fault.claim.count
0.39
vehicle.make
0.03
driver.city
0.03
licence.plate.city
0.03
no.claim.level
0.02
period
0.01
vehicle.class
0.01
marital.status
0.01
vehicle.fuel.type
0.01
vehicle.body.type
0.01
claim.count
0.01
vehicle.transmission
0.00
vehicle.cylinders
0.00
vehicle.number.of.doors
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
past.claimt.count
CORRELATION RATIO WITH...
claim.amount
0.14
severity
0.13
coverage.limit
0.13
vehicle.torque
0.12
driver.age
0.12
vehicle.age
0.10
tenure
0.09
vehicle.width
0.09
vehicle.hp
0.08
vehicle.weight
0.08
vehicle.length
0.08
vehicle.top.speed
0.08
vehicle.ccm
0.07
frequency
0.06
frequency
MISSING:
---
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
exposure
-0.36
claim.amount
0.15
severity
-0.03
vehicle.top.speed
0.03
vehicle.hp.per.weight
0.02
vehicle.acceleration
-0.01
vehicle.length
0.01
vehicle.ccm
0.01
driver.age
-0.01
vehicle.hp
0.01
coverage.limit
-0.01
vehicle.width
0.01
vehicle.age
0.01
vehicle.weight
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
claim.count
0.91
period
0.16
driver.city
0.15
licence.plate.city
0.14
vehicle.make
0.12
no.claim.level
0.09
vehicle.class
0.07
past.fault.claim.count
0.06
past.claimt.count
0.06
vehicle.body.type
0.04
marital.status
0.04
vehicle.fuel.type
0.03
vehicle.cylinders
0.03
same.city.licenceplate.customer
0.03
MOST FREQUENT VALUES
1.9837333862328899
1,136
40.9%
728
46.3%
2.01657625683115
256
9.2%
0
0.0%
3.9674667724657797
129
4.6%
110
7.0%
2.0054950564546896
69
2.5%
1
0.1%
2.5978749383004702
28
1.0%
12
0.8%
2.8405056099985804
24
0.9%
9
0.6%
2.47463499133878
22
0.8%
10
0.6%
2.40929022310027
22
0.8%
6
0.4%
2.07978037519238
22
0.8%
12
0.8%
2.4915288020729505
22
0.8%
17
1.1%
2.0563438206868203
21
0.8%
7
0.4%
2.90841404182299
21
0.8%
17
1.1%
2.34730763813905
21
0.8%
5
0.3%
2.26009130768883
21
0.8%
11
0.7%
2.10375731055665
20
0.7%
4
0.3%
SMALLEST VALUES
1.9837333862328899
1,136
40.9%
728
46.3%
1.98913929942514
2
0.1%
0
0.0%
2.0
4
0.1%
1
0.1%
2.0054950564546896
69
2.5%
1
0.1%
2.01102039174677
4
0.1%
1
0.1%
2.01657625683115
256
9.2%
0
0.0%
2.02216290544366
9
0.3%
2
0.1%
2.03342958233356
15
0.5%
6
0.4%
2.04482250940618
8
0.3%
8
0.5%
2.05056698177046
1
0.0%
1
0.1%
2.0563438206868203
21
0.8%
7
0.4%
2.06215330047636
2
0.1%
2
0.1%
2.06799569856895
19
0.7%
9
0.6%
2.0738712955474
2
0.1%
1
0.1%
2.07978037519238
22
0.8%
12
0.8%
LARGEST VALUES
9.35913334425232
1
0.0%
0
0.0%
8.65625991863116
1
0.0%
0
0.0%
8.41502924222662
1
0.0%
0
0.0%
7.9349335449315594
1
0.0%
2
0.1%
7.68422939986168
2
0.1%
0
0.0%
7.06464146944543
1
0.0%
0
0.0%
6.53737197646546
1
0.0%
1
0.1%
6.42233259119712
1
0.0%
0
0.0%
6.34786288616166
1
0.0%
0
0.0%
6.23934112557714
1
0.0%
0
0.0%
6.0582194892920995
3
0.1%
0
0.0%
6.04972877049346
5
0.2%
0
0.0%
6.00835160873614
1
0.0%
3
0.2%
5.951200158698669
9
0.3%
17
1.1%
5.86355507344103
1
0.0%
0
0.0%
any_claim
MISSING:
---
---
TOP CATEGORIES
severity
(avg)
severity
(avg)
1
2,778
100%
1,574
100%
4,793
6,872
ALL
2,778
100%
1,574
100%
4,793
6,872
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
any_claim
PROVIDES INFORMATION ON...
newbusiness.renewal
1.00
vehicle.cylinders
0.00
vehicle.make
0.00
vehicle.fuel.type
0.00
period
0.00
gender
0.00
marital.status
0.00
no.claim.level
0.00
licence.plate.city
0.00
vehicle.number.of.doors
0.00
vehicle.transmission
0.00
past.fault.claim.count
0.00
past.claimt.count
0.00
vehicle.class
-0.00

THESE FEATURES GIVE INFORMATION
ON any_claim:
period
1.00
driver.city
1.00
same.city.licenceplate.customer
1.00
newbusiness.renewal
1.00
gender
1.00
marital.status
1.00
no.claim.level
1.00
licence.plate.city
1.00
vehicle.make
1.00
vehicle.body.type
1.00
vehicle.number.of.doors
1.00
vehicle.transmission
1.00
vehicle.cylinders
1.00
vehicle.class
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
any_claim
CORRELATION RATIO WITH...
severity
0.00
tenure
0.00
exposure
0.00
driver.age
0.00
vehicle.age
0.00
coverage.limit
0.00
vehicle.top.speed
0.00
vehicle.acceleration
0.00
vehicle.length
0.00
vehicle.width
0.00
vehicle.height
0.00
vehicle.hp
0.00
vehicle.ccm
0.00
vehicle.torque
0.00